{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T03:00:31.299972Z",
     "start_time": "2019-02-14T03:00:16.788245Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os, gc\n",
    "from glob import glob\n",
    "from tqdm import tqdm\n",
    "\n",
    "import sys\n",
    "sys.path.append(f'/home/{os.environ.get(\"USER\")}/PythonLibrary')\n",
    "\n",
    "import EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T03:01:27.529174Z",
     "start_time": "2019-02-14T03:01:05.210753Z"
    }
   },
   "outputs": [],
   "source": [
    "tr = pd.read_csv('../input/train.csv.zip')\n",
    "te = pd.read_csv('../input/test.csv.zip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T04:01:38.551801Z",
     "start_time": "2019-02-14T04:00:47.508549Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (200000, 202)\n"
     ]
    },
    {
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       "      <td>[10, 10, 10, 10, 10, 10, 10, 9, 9, 9]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_25</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>14853</td>\n",
       "      <td>12.7200</td>\n",
       "      <td>13.667496</td>\n",
       "      <td>14.6546</td>\n",
       "      <td>0.285535</td>\n",
       "      <td>[13.6723, 13.7088, 13.6971, 13.6453, 13.6122, ...</td>\n",
       "      <td>[41, 40, 40, 40, 39, 39, 39, 39, 39, 39]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_26</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>127089</td>\n",
       "      <td>-24.2431</td>\n",
       "      <td>-4.055133</td>\n",
       "      <td>15.6751</td>\n",
       "      <td>5.922210</td>\n",
       "      <td>[0.7814, -6.9358, -8.3158, -9.7403, -1.1735, -...</td>\n",
       "      <td>[9, 8, 8, 8, 8, 8, 8, 8, 8, 8]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_27</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>60185</td>\n",
       "      <td>-6.1668</td>\n",
       "      <td>-1.137908</td>\n",
       "      <td>3.2431</td>\n",
       "      <td>1.523714</td>\n",
       "      <td>[-0.5237, -1.4595, 0.0727, -0.5333, -0.7963, -...</td>\n",
       "      <td>[15, 14, 14, 14, 14, 14, 14, 14, 13, 13]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_170</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>113720</td>\n",
       "      <td>-14.5060</td>\n",
       "      <td>-0.004962</td>\n",
       "      <td>16.7319</td>\n",
       "      <td>4.424621</td>\n",
       "      <td>[0.018000000000000002, 3.1067, 3.8482, -1.9693...</td>\n",
       "      <td>[10, 9, 9, 9, 9, 9, 9, 9, 8, 8]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_171</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>125914</td>\n",
       "      <td>-22.4793</td>\n",
       "      <td>-0.831777</td>\n",
       "      <td>17.9173</td>\n",
       "      <td>5.378008</td>\n",
       "      <td>[-0.9474, -0.0541, 0.2733, -5.4082, 0.55299999...</td>\n",
       "      <td>[9, 8, 8, 8, 8, 8, 8, 8, 8, 8]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_172</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>143366</td>\n",
       "      <td>-11.4533</td>\n",
       "      <td>19.817094</td>\n",
       "      <td>53.5919</td>\n",
       "      <td>8.674171</td>\n",
       "      <td>[20.4164, 16.6896, 11.9975, 26.4534, 14.9499, ...</td>\n",
       "      <td>[9, 9, 8, 8, 8, 7, 7, 7, 7, 7]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_173</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>128120</td>\n",
       "      <td>-22.7487</td>\n",
       "      <td>-0.677967</td>\n",
       "      <td>18.8554</td>\n",
       "      <td>5.966674</td>\n",
       "      <td>[-3.3287, -6.28, 1.7815, 5.1735, -3.0143, -0.5...</td>\n",
       "      <td>[9, 9, 9, 8, 8, 8, 8, 8, 8, 8]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_174</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>134945</td>\n",
       "      <td>-2.9953</td>\n",
       "      <td>20.210677</td>\n",
       "      <td>43.5468</td>\n",
       "      <td>7.136427</td>\n",
       "      <td>[20.0748, 24.8502, 22.4484, 24.7084, 21.8905, ...</td>\n",
       "      <td>[8, 8, 8, 7, 7, 7, 7, 7, 7, 7]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_175</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>92659</td>\n",
       "      <td>3.2415</td>\n",
       "      <td>11.640613</td>\n",
       "      <td>20.8548</td>\n",
       "      <td>2.892167</td>\n",
       "      <td>[11.7786, 11.7665, 11.7464, 11.7883, 11.7962, ...</td>\n",
       "      <td>[12, 12, 11, 11, 11, 10, 10, 10, 10, 10]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_176</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>142521</td>\n",
       "      <td>-29.1165</td>\n",
       "      <td>-2.799585</td>\n",
       "      <td>20.2452</td>\n",
       "      <td>7.513939</td>\n",
       "      <td>[2.3942, -6.6483, 1.5676, -0.2488, -7.8903, -2...</td>\n",
       "      <td>[8, 8, 7, 7, 7, 7, 7, 7, 7, 7]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_177</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>85720</td>\n",
       "      <td>4.9521</td>\n",
       "      <td>11.882933</td>\n",
       "      <td>20.5965</td>\n",
       "      <td>2.628895</td>\n",
       "      <td>[9.6888, 10.2667, 10.4087, 9.6622, 9.7668, 14....</td>\n",
       "      <td>[12, 11, 11, 11, 11, 11, 11, 11, 10, 10]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_178</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>145235</td>\n",
       "      <td>-29.2734</td>\n",
       "      <td>-1.014064</td>\n",
       "      <td>29.8413</td>\n",
       "      <td>8.579810</td>\n",
       "      <td>[-0.4137, -4.4545, 0.6106, -1.9429, -4.4685, 0...</td>\n",
       "      <td>[8, 8, 8, 7, 7, 7, 7, 6, 6, 6]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_179</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>90090</td>\n",
       "      <td>-7.8561</td>\n",
       "      <td>2.591444</td>\n",
       "      <td>13.4487</td>\n",
       "      <td>2.798956</td>\n",
       "      <td>[3.0241, 3.6629, -0.7483, 2.7684, 3.3831, 0.93...</td>\n",
       "      <td>[12, 12, 12, 12, 12, 11, 11, 11, 11, 10]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_180</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>123477</td>\n",
       "      <td>-22.0374</td>\n",
       "      <td>-2.741666</td>\n",
       "      <td>12.7505</td>\n",
       "      <td>5.261243</td>\n",
       "      <td>[-1.5019, -2.8918, 0.8005, -1.2927, -2.3082, -...</td>\n",
       "      <td>[9, 9, 9, 9, 9, 8, 8, 8, 8, 8]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_181</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>56164</td>\n",
       "      <td>5.4165</td>\n",
       "      <td>10.085518</td>\n",
       "      <td>14.3939</td>\n",
       "      <td>1.371862</td>\n",
       "      <td>[10.7953, 10.7933, 10.7921, 10.7948, 10.7923, ...</td>\n",
       "      <td>[22, 21, 21, 20, 20, 19, 19, 19, 19, 19]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_182</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>149195</td>\n",
       "      <td>-26.0011</td>\n",
       "      <td>0.719109</td>\n",
       "      <td>29.2487</td>\n",
       "      <td>8.963434</td>\n",
       "      <td>[6.6879, -3.2669, 0.9815, -3.9144, -4.4912, -9...</td>\n",
       "      <td>[7, 7, 6, 6, 6, 6, 6, 6, 6, 6]</td>\n",
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       "    <tr>\n",
       "      <th>var_183</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>117529</td>\n",
       "      <td>-4.8082</td>\n",
       "      <td>8.769088</td>\n",
       "      <td>23.7049</td>\n",
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       "      <td>[8.2373, 6.5601, 7.0166, 9.5792, 10.1996, 6.28...</td>\n",
       "      <td>[10, 9, 8, 8, 8, 8, 8, 8, 8, 8]</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_184</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
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       "      <td>-18.4897</td>\n",
       "      <td>12.756676</td>\n",
       "      <td>44.3634</td>\n",
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       "      <td>[12.6965, 3.8842, 10.1903, 19.1745, 3.1995, 16...</td>\n",
       "      <td>[9, 8, 7, 7, 7, 7, 7, 7, 7, 7]</td>\n",
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       "    <tr>\n",
       "      <th>var_185</th>\n",
       "      <td>float64</td>\n",
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       "      <td>-22.5833</td>\n",
       "      <td>-3.983261</td>\n",
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       "      <td>[-2.1651, -3.1468, -6.4269, -3.833999999999999...</td>\n",
       "      <td>[9, 9, 8, 8, 8, 8, 8, 8, 8, 8]</td>\n",
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       "    <tr>\n",
       "      <th>var_186</th>\n",
       "      <td>float64</td>\n",
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       "      <td>21.7392</td>\n",
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       "    <tr>\n",
       "      <th>var_187</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
       "      <th>var_188</th>\n",
       "      <td>float64</td>\n",
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       "      <td>[13.1492, 18.3214, 12.8645, 15.0536, 12.1852, ...</td>\n",
       "      <td>[10, 9, 9, 9, 9, 9, 9, 9, 9, 9]</td>\n",
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       "    <tr>\n",
       "      <th>var_189</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
       "      <th>var_190</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>var_192</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>var_195</th>\n",
       "      <td>float64</td>\n",
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       "      <td>1.429372</td>\n",
       "      <td>[-0.935, -0.1693, -0.5351, -0.2267, -0.9803, 1...</td>\n",
       "      <td>[17, 16, 16, 15, 15, 15, 15, 15, 14, 14]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_196</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>125560</td>\n",
       "      <td>-14.2096</td>\n",
       "      <td>2.303335</td>\n",
       "      <td>18.3215</td>\n",
       "      <td>5.454369</td>\n",
       "      <td>[1.7538, 6.729, -0.0909, 3.4848, 3.6928, -0.84...</td>\n",
       "      <td>[8, 8, 8, 8, 8, 8, 8, 8, 7, 7]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_197</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>40537</td>\n",
       "      <td>5.9606</td>\n",
       "      <td>8.908158</td>\n",
       "      <td>12.0004</td>\n",
       "      <td>0.921625</td>\n",
       "      <td>[8.0477, 8.9715, 8.4725, 8.8836, 8.9665, 8.484...</td>\n",
       "      <td>[23, 20, 20, 20, 19, 19, 19, 19, 19, 19]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_198</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>94153</td>\n",
       "      <td>6.2993</td>\n",
       "      <td>15.870720</td>\n",
       "      <td>26.0791</td>\n",
       "      <td>3.010945</td>\n",
       "      <td>[16.875999999999998, 17.9382, 14.1484, 17.0855...</td>\n",
       "      <td>[13, 11, 11, 11, 11, 11, 11, 11, 10, 10]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_199</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>149430</td>\n",
       "      <td>-38.8528</td>\n",
       "      <td>-3.326537</td>\n",
       "      <td>28.5007</td>\n",
       "      <td>10.438015</td>\n",
       "      <td>[1.9261, -10.6006, -3.9853, -0.3752, -4.232, -...</td>\n",
       "      <td>[7, 7, 7, 7, 7, 7, 6, 6, 6, 6]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>202 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        DataType  #Nulls  #Uniques      Min       Mean      Max        Std  \\\n",
       "ID_code   object       0    200000      NaN        NaN      NaN        NaN   \n",
       "target     int64       0         2   0.0000   0.100490   1.0000   0.300653   \n",
       "var_0    float64       0     94672   0.4084  10.679914  20.3150   3.040051   \n",
       "var_1    float64       0    108932 -15.0434  -1.627622  10.3768   4.050044   \n",
       "var_2    float64       0     86555   2.1171  10.715192  19.3530   2.640894   \n",
       "var_3    float64       0     74597  -0.0402   6.796529  13.1883   2.043319   \n",
       "var_4    float64       0     63515   5.0748  11.078333  16.6714   1.623150   \n",
       "var_5    float64       0    141029 -32.5626  -5.065317  17.2516   7.863267   \n",
       "var_6    float64       0     38599   2.3473   5.408949   8.4477   0.866607   \n",
       "var_7    float64       0    103063   5.3497  16.545850  27.6918   3.418076   \n",
       "var_8    float64       0     98617 -10.5055   0.284162  10.1513   3.332634   \n",
       "var_9    float64       0     49417   3.9705   7.567236  11.1506   1.235070   \n",
       "var_10   float64       0    128764 -20.7313   0.394340  18.6702   5.500793   \n",
       "var_11   float64       0    130193 -26.0950  -3.245596  17.1887   5.970253   \n",
       "var_12   float64       0      9561  13.4346  14.023978  14.6545   0.190059   \n",
       "var_13   float64       0    115181  -6.0111   8.530232  22.3315   4.639536   \n",
       "var_14   float64       0     79122   1.0133   7.537606  14.9377   2.247908   \n",
       "var_15   float64       0     19810  13.0769  14.573126  15.8633   0.411711   \n",
       "var_16   float64       0     86918   0.6351   9.333264  17.9506   2.557421   \n",
       "var_17   float64       0    137823 -33.3802  -5.696731  19.0259   6.712612   \n",
       "var_18   float64       0    139515 -10.6642  15.244013  41.7480   7.851370   \n",
       "var_19   float64       0    144180 -12.4025  12.438567  35.1830   7.996694   \n",
       "var_20   float64       0    127764  -5.4322  13.290894  31.2859   5.876254   \n",
       "var_21   float64       0    140062 -10.0890  17.257883  49.0443   8.196564   \n",
       "var_22   float64       0     90660  -5.3225   4.305430  14.5945   2.847958   \n",
       "var_23   float64       0     24913   1.2098   3.019540   4.8752   0.526893   \n",
       "var_24   float64       0    105101  -0.6784  10.584400  25.4460   3.777245   \n",
       "var_25   float64       0     14853  12.7200  13.667496  14.6546   0.285535   \n",
       "var_26   float64       0    127089 -24.2431  -4.055133  15.6751   5.922210   \n",
       "var_27   float64       0     60185  -6.1668  -1.137908   3.2431   1.523714   \n",
       "...          ...     ...       ...      ...        ...      ...        ...   \n",
       "var_170  float64       0    113720 -14.5060  -0.004962  16.7319   4.424621   \n",
       "var_171  float64       0    125914 -22.4793  -0.831777  17.9173   5.378008   \n",
       "var_172  float64       0    143366 -11.4533  19.817094  53.5919   8.674171   \n",
       "var_173  float64       0    128120 -22.7487  -0.677967  18.8554   5.966674   \n",
       "var_174  float64       0    134945  -2.9953  20.210677  43.5468   7.136427   \n",
       "var_175  float64       0     92659   3.2415  11.640613  20.8548   2.892167   \n",
       "var_176  float64       0    142521 -29.1165  -2.799585  20.2452   7.513939   \n",
       "var_177  float64       0     85720   4.9521  11.882933  20.5965   2.628895   \n",
       "var_178  float64       0    145235 -29.2734  -1.014064  29.8413   8.579810   \n",
       "var_179  float64       0     90090  -7.8561   2.591444  13.4487   2.798956   \n",
       "var_180  float64       0    123477 -22.0374  -2.741666  12.7505   5.261243   \n",
       "var_181  float64       0     56164   5.4165  10.085518  14.3939   1.371862   \n",
       "var_182  float64       0    149195 -26.0011   0.719109  29.2487   8.963434   \n",
       "var_183  float64       0    117529  -4.8082   8.769088  23.7049   4.474924   \n",
       "var_184  float64       0    145184 -18.4897  12.756676  44.3634   9.318280   \n",
       "var_185  float64       0    120747 -22.5833  -3.983261  12.9975   4.725167   \n",
       "var_186  float64       0     98060  -3.0223   8.970274  21.7392   3.189759   \n",
       "var_187  float64       0    157031 -47.7536 -10.335043  22.7861  11.574708   \n",
       "var_188  float64       0    108813   4.4123  15.377174  29.3303   3.944604   \n",
       "var_189  float64       0     41764  -2.5543   0.746072   4.0341   0.976348   \n",
       "var_190  float64       0    114959 -14.0933   3.234440  18.4409   4.559922   \n",
       "var_191  float64       0     94266  -2.6917   7.438408  16.7165   3.023272   \n",
       "var_192  float64       0     59065  -3.8145   1.927839   8.4024   1.478423   \n",
       "var_193  float64       0    110557 -11.7834   3.331774  18.2818   3.992030   \n",
       "var_194  float64       0     97069   8.6944  17.993784  27.9288   3.135162   \n",
       "var_195  float64       0     57870  -5.2610  -0.142088   4.2729   1.429372   \n",
       "var_196  float64       0    125560 -14.2096   2.303335  18.3215   5.454369   \n",
       "var_197  float64       0     40537   5.9606   8.908158  12.0004   0.921625   \n",
       "var_198  float64       0     94153   6.2993  15.870720  26.0791   3.010945   \n",
       "var_199  float64       0    149430 -38.8528  -3.326537  28.5007  10.438015   \n",
       "\n",
       "                                                 top10 val  \\\n",
       "ID_code  ['train_19236', 'train_66829', 'train_162721',...   \n",
       "target                                              [0, 1]   \n",
       "var_0    [10.6829, 13.0656, 8.6649, 11.959000000000001,...   \n",
       "var_1    [-2.4313, -1.1853, -2.1515, -2.5753, -0.3668, ...   \n",
       "var_2    [9.1497, 10.7345, 8.3741, 11.668, 12.3873, 11....   \n",
       "var_3    [6.8029, 6.0463, 6.7984, 7.5891, 7.6744, 6.817...   \n",
       "var_4    [10.8911, 11.3742, 10.9037, 11.0683, 10.2042, ...   \n",
       "var_5    [-7.5212, -9.127, -8.8595, -9.5437, 1.635, -6....   \n",
       "var_6    [5.1153, 5.7649, 5.3422, 6.0012, 5.6477, 5.791...   \n",
       "var_7    [18.9966, 16.7116, 17.2532, 17.0926, 14.3015, ...   \n",
       "var_8    [-2.2274, -1.5201, 1.3559, 1.8819, 0.8099, 2.0...   \n",
       "var_9    [7.2048, 7.7428, 7.7306, 7.6869, 8.9801, 7.728...   \n",
       "var_10   [0.8671, 0.2742, -0.0713, 0.1737, 2.8736, 1.05...   \n",
       "var_11   [-6.5005, -5.1691, -4.6944, -3.0733, -2.5212, ...   \n",
       "var_12   [13.5545, 13.5547, 13.5546, 13.5542, 13.5544, ...   \n",
       "var_13   [12.344000000000001, 9.1917, 14.1195, 8.4977, ...   \n",
       "var_14   [8.9383, 8.1285, 6.8468, 8.5079, 8.1392, 9.998...   \n",
       "var_15   [14.6482, 14.3176, 14.6285, 14.5936, 14.2518, ...   \n",
       "var_16   [10.743, 10.7735, 10.6869, 7.5078, 10.8245, 10...   \n",
       "var_17   [-8.2807, -6.9277, 4.2545, -10.0231, -5.7012, ...   \n",
       "var_18   [10.2625, 13.0018, 20.3124, 15.1905, 22.5998, ...   \n",
       "var_19   [15.5568, 10.9355, 10.4466, 5.3314, 15.4164, 1...   \n",
       "var_20   [8.5437, 12.9116, 17.122, 14.4471, 18.2334, 10...   \n",
       "var_21   [13.9733, 11.9118, 18.374000000000002, 17.5359...   \n",
       "var_22   [2.6718, 1.8087, 5.2144, 4.9226, 4.8975, 3.295...   \n",
       "var_23   [2.9116, 2.6761, 2.9261, 2.8285, 2.7836, 3.156...   \n",
       "var_24   [8.1986, 8.2132, 8.899, 9.1963, 12.548, 13.567...   \n",
       "var_25   [13.6723, 13.7088, 13.6971, 13.6453, 13.6122, ...   \n",
       "var_26   [0.7814, -6.9358, -8.3158, -9.7403, -1.1735, -...   \n",
       "var_27   [-0.5237, -1.4595, 0.0727, -0.5333, -0.7963, -...   \n",
       "...                                                    ...   \n",
       "var_170  [0.018000000000000002, 3.1067, 3.8482, -1.9693...   \n",
       "var_171  [-0.9474, -0.0541, 0.2733, -5.4082, 0.55299999...   \n",
       "var_172  [20.4164, 16.6896, 11.9975, 26.4534, 14.9499, ...   \n",
       "var_173  [-3.3287, -6.28, 1.7815, 5.1735, -3.0143, -0.5...   \n",
       "var_174  [20.0748, 24.8502, 22.4484, 24.7084, 21.8905, ...   \n",
       "var_175  [11.7786, 11.7665, 11.7464, 11.7883, 11.7962, ...   \n",
       "var_176  [2.3942, -6.6483, 1.5676, -0.2488, -7.8903, -2...   \n",
       "var_177  [9.6888, 10.2667, 10.4087, 9.6622, 9.7668, 14....   \n",
       "var_178  [-0.4137, -4.4545, 0.6106, -1.9429, -4.4685, 0...   \n",
       "var_179  [3.0241, 3.6629, -0.7483, 2.7684, 3.3831, 0.93...   \n",
       "var_180  [-1.5019, -2.8918, 0.8005, -1.2927, -2.3082, -...   \n",
       "var_181  [10.7953, 10.7933, 10.7921, 10.7948, 10.7923, ...   \n",
       "var_182  [6.6879, -3.2669, 0.9815, -3.9144, -4.4912, -9...   \n",
       "var_183  [8.2373, 6.5601, 7.0166, 9.5792, 10.1996, 6.28...   \n",
       "var_184  [12.6965, 3.8842, 10.1903, 19.1745, 3.1995, 16...   \n",
       "var_185  [-2.1651, -3.1468, -6.4269, -3.833999999999999...   \n",
       "var_186  [9.1323, 8.6433, 6.1012, 9.5715, 9.2096, 11.27...   \n",
       "var_187  [-2.9079, 2.2889, -9.2339, -3.48, -20.4298, -4...   \n",
       "var_188  [13.1492, 18.3214, 12.8645, 15.0536, 12.1852, ...   \n",
       "var_189  [1.2638, 0.2501, 1.4229, 0.593, 1.1044, 1.3066...   \n",
       "var_190  [1.0859999999999999, 3.8735, 4.3899, -1.5867, ...   \n",
       "var_191  [4.3057, 9.0394, 5.5482, 6.2718, 5.4268, 5.373...   \n",
       "var_192  [1.0223, 2.0140000000000002, 1.3945, 1.8275, 1...   \n",
       "var_193  [2.5643, 4.7947, 1.4436, 2.4223, 4.6744, 2.282...   \n",
       "var_194  [15.0714, 17.5033, 19.1518, 15.9251, 16.2913, ...   \n",
       "var_195  [-0.935, -0.1693, -0.5351, -0.2267, -0.9803, 1...   \n",
       "var_196  [1.7538, 6.729, -0.0909, 3.4848, 3.6928, -0.84...   \n",
       "var_197  [8.0477, 8.9715, 8.4725, 8.8836, 8.9665, 8.484...   \n",
       "var_198  [16.875999999999998, 17.9382, 14.1484, 17.0855...   \n",
       "var_199  [1.9261, -10.6006, -3.9853, -0.3752, -4.232, -...   \n",
       "\n",
       "                                                 top10 cnt  \\\n",
       "ID_code                     [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]   \n",
       "target                                     [179902, 20098]   \n",
       "var_0             [11, 11, 11, 10, 10, 10, 10, 10, 10, 10]   \n",
       "var_1                   [10, 10, 10, 10, 9, 9, 9, 9, 9, 9]   \n",
       "var_2             [12, 11, 11, 11, 11, 11, 11, 11, 11, 11]   \n",
       "var_3             [15, 13, 13, 12, 12, 12, 12, 12, 12, 12]   \n",
       "var_4             [15, 14, 14, 14, 13, 13, 13, 13, 13, 13]   \n",
       "var_5                       [7, 7, 7, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_6             [22, 21, 21, 21, 20, 20, 20, 19, 19, 19]   \n",
       "var_7                    [11, 10, 10, 9, 9, 9, 9, 9, 9, 9]   \n",
       "var_8             [11, 10, 10, 10, 10, 10, 10, 10, 10, 10]   \n",
       "var_9             [18, 18, 17, 17, 17, 17, 16, 16, 16, 16]   \n",
       "var_10                      [9, 8, 8, 8, 8, 7, 7, 7, 7, 7]   \n",
       "var_11                      [8, 8, 8, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_12   [203, 159, 150, 150, 148, 147, 122, 120, 107, ...   \n",
       "var_13                      [9, 9, 9, 9, 9, 8, 8, 8, 8, 8]   \n",
       "var_14            [12, 11, 11, 11, 11, 11, 11, 11, 11, 11]   \n",
       "var_15            [34, 32, 31, 31, 31, 31, 31, 31, 30, 30]   \n",
       "var_16            [14, 13, 12, 12, 11, 11, 11, 11, 11, 10]   \n",
       "var_17                      [8, 8, 8, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_18                      [9, 8, 8, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_19                      [7, 7, 6, 6, 6, 6, 6, 6, 6, 6]   \n",
       "var_20                     [10, 8, 8, 8, 8, 8, 7, 7, 7, 7]   \n",
       "var_21                     [10, 8, 8, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_22            [11, 11, 11, 11, 11, 11, 10, 10, 10, 10]   \n",
       "var_23            [32, 31, 31, 30, 30, 29, 27, 27, 27, 27]   \n",
       "var_24               [10, 10, 10, 10, 10, 10, 10, 9, 9, 9]   \n",
       "var_25            [41, 40, 40, 40, 39, 39, 39, 39, 39, 39]   \n",
       "var_26                      [9, 8, 8, 8, 8, 8, 8, 8, 8, 8]   \n",
       "var_27            [15, 14, 14, 14, 14, 14, 14, 14, 13, 13]   \n",
       "...                                                    ...   \n",
       "var_170                    [10, 9, 9, 9, 9, 9, 9, 9, 8, 8]   \n",
       "var_171                     [9, 8, 8, 8, 8, 8, 8, 8, 8, 8]   \n",
       "var_172                     [9, 9, 8, 8, 8, 7, 7, 7, 7, 7]   \n",
       "var_173                     [9, 9, 9, 8, 8, 8, 8, 8, 8, 8]   \n",
       "var_174                     [8, 8, 8, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_175           [12, 12, 11, 11, 11, 10, 10, 10, 10, 10]   \n",
       "var_176                     [8, 8, 7, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_177           [12, 11, 11, 11, 11, 11, 11, 11, 10, 10]   \n",
       "var_178                     [8, 8, 8, 7, 7, 7, 7, 6, 6, 6]   \n",
       "var_179           [12, 12, 12, 12, 12, 11, 11, 11, 11, 10]   \n",
       "var_180                     [9, 9, 9, 9, 9, 8, 8, 8, 8, 8]   \n",
       "var_181           [22, 21, 21, 20, 20, 19, 19, 19, 19, 19]   \n",
       "var_182                     [7, 7, 6, 6, 6, 6, 6, 6, 6, 6]   \n",
       "var_183                    [10, 9, 8, 8, 8, 8, 8, 8, 8, 8]   \n",
       "var_184                     [9, 8, 7, 7, 7, 7, 7, 7, 7, 7]   \n",
       "var_185                     [9, 9, 8, 8, 8, 8, 8, 8, 8, 8]   \n",
       "var_186           [15, 12, 11, 11, 11, 11, 11, 10, 10, 10]   \n",
       "var_187                     [6, 6, 6, 6, 6, 6, 6, 6, 6, 6]   \n",
       "var_188                    [10, 9, 9, 9, 9, 9, 9, 9, 9, 9]   \n",
       "var_189           [19, 19, 19, 18, 18, 18, 18, 17, 17, 17]   \n",
       "var_190                   [10, 10, 9, 9, 9, 9, 9, 9, 9, 9]   \n",
       "var_191           [13, 11, 11, 11, 10, 10, 10, 10, 10, 10]   \n",
       "var_192           [19, 17, 17, 16, 16, 16, 16, 15, 15, 15]   \n",
       "var_193                     [9, 9, 9, 9, 8, 8, 8, 8, 8, 8]   \n",
       "var_194               [11, 11, 10, 10, 10, 10, 9, 9, 9, 9]   \n",
       "var_195           [17, 16, 16, 15, 15, 15, 15, 15, 14, 14]   \n",
       "var_196                     [8, 8, 8, 8, 8, 8, 8, 8, 7, 7]   \n",
       "var_197           [23, 20, 20, 20, 19, 19, 19, 19, 19, 19]   \n",
       "var_198           [13, 11, 11, 11, 11, 11, 11, 11, 10, 10]   \n",
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       "\n",
       "                                               top10 raito  \n",
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       "target                                          [0.9, 0.1]  \n",
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       "...                                                    ...  \n",
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       "var_188  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_189  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_190  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_191  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_192  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_193  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_194  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_195  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_196  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_197  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_198  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_199  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "\n",
       "[202 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr_info = EDA.df_info(tr)\n",
    "tr_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T04:02:09.328854Z",
     "start_time": "2019-02-14T04:01:38.554241Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (200000, 201)\n"
     ]
    },
    {
     "data": {
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       "      <td>13.2034</td>\n",
       "      <td>14.573704</td>\n",
       "      <td>15.7980</td>\n",
       "      <td>0.411592</td>\n",
       "      <td>[14.6942, 14.497, 14.235999999999999, 14.3625,...</td>\n",
       "      <td>[47, 45, 45, 45, 44, 42, 42, 41, 40, 40]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_16</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>61906</td>\n",
       "      <td>0.3143</td>\n",
       "      <td>9.321669</td>\n",
       "      <td>17.3687</td>\n",
       "      <td>2.544860</td>\n",
       "      <td>[10.0245, 9.056000000000001, 8.9742, 10.7696, ...</td>\n",
       "      <td>[21, 20, 19, 18, 18, 18, 18, 18, 18, 18]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_17</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>82518</td>\n",
       "      <td>-28.9069</td>\n",
       "      <td>-5.704450</td>\n",
       "      <td>19.1509</td>\n",
       "      <td>6.746460</td>\n",
       "      <td>[-8.4267, -3.3492, -2.9667, -4.653000000000000...</td>\n",
       "      <td>[14, 13, 13, 13, 13, 13, 13, 13, 12, 12]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_18</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>82682</td>\n",
       "      <td>-11.3242</td>\n",
       "      <td>15.265776</td>\n",
       "      <td>38.9290</td>\n",
       "      <td>7.846983</td>\n",
       "      <td>[7.2567, 9.6811, 10.7777, 23.2442, 21.9984, 13...</td>\n",
       "      <td>[16, 15, 14, 14, 14, 14, 14, 14, 14, 13]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_19</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>84370</td>\n",
       "      <td>-12.6994</td>\n",
       "      <td>12.456675</td>\n",
       "      <td>35.4323</td>\n",
       "      <td>7.989812</td>\n",
       "      <td>[9.0209, 20.5091, 7.8004, 18.0699, 7.405, 7.91...</td>\n",
       "      <td>[16, 15, 14, 14, 14, 13, 13, 13, 13, 12]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_20</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>78645</td>\n",
       "      <td>-2.6346</td>\n",
       "      <td>13.298428</td>\n",
       "      <td>32.0758</td>\n",
       "      <td>5.884245</td>\n",
       "      <td>[15.3813, 19.45, 7.313, 11.413, 9.1443, 15.123...</td>\n",
       "      <td>[17, 16, 15, 15, 15, 14, 14, 14, 14, 14]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_21</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>82738</td>\n",
       "      <td>-9.9406</td>\n",
       "      <td>17.230598</td>\n",
       "      <td>47.4179</td>\n",
       "      <td>8.199877</td>\n",
       "      <td>[16.8568, 17.5188, 19.2913, 19.1377, 21.5109, ...</td>\n",
       "      <td>[14, 14, 13, 13, 13, 13, 13, 13, 13, 13]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_22</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>63855</td>\n",
       "      <td>-5.1640</td>\n",
       "      <td>4.299010</td>\n",
       "      <td>14.0426</td>\n",
       "      <td>2.844023</td>\n",
       "      <td>[6.4599, 4.86, 3.9621, 6.1994, 2.6227, 3.6239,...</td>\n",
       "      <td>[18, 18, 18, 18, 17, 17, 17, 17, 17, 17]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_23</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>22619</td>\n",
       "      <td>1.3906</td>\n",
       "      <td>3.019707</td>\n",
       "      <td>5.0246</td>\n",
       "      <td>0.527951</td>\n",
       "      <td>[2.9221, 2.7524, 2.8214, 3.2175, 2.8124, 2.701...</td>\n",
       "      <td>[50, 48, 42, 42, 41, 40, 38, 37, 36, 36]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_24</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>70202</td>\n",
       "      <td>-0.7313</td>\n",
       "      <td>10.567479</td>\n",
       "      <td>23.8396</td>\n",
       "      <td>3.771047</td>\n",
       "      <td>[10.0177, 13.4639, 11.8193, 7.3438, 8.1412, 7....</td>\n",
       "      <td>[18, 18, 17, 17, 16, 16, 16, 16, 16, 16]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_25</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>13728</td>\n",
       "      <td>12.7496</td>\n",
       "      <td>13.666970</td>\n",
       "      <td>14.5964</td>\n",
       "      <td>0.285454</td>\n",
       "      <td>[13.5965, 13.6062, 13.6693, 13.4506, 13.5399, ...</td>\n",
       "      <td>[60, 59, 56, 54, 53, 53, 52, 52, 50, 49]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_26</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>78260</td>\n",
       "      <td>-24.5361</td>\n",
       "      <td>-3.983721</td>\n",
       "      <td>13.4564</td>\n",
       "      <td>5.945853</td>\n",
       "      <td>[-4.2819, 0.0096, -7.8902, -2.2483, -10.7433, ...</td>\n",
       "      <td>[16, 16, 15, 15, 15, 15, 14, 14, 14, 14]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_27</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>48428</td>\n",
       "      <td>-6.0409</td>\n",
       "      <td>-1.129536</td>\n",
       "      <td>3.3713</td>\n",
       "      <td>1.524765</td>\n",
       "      <td>[0.4143, -1.5591, -0.9942, -0.545, -1.8513, -2...</td>\n",
       "      <td>[24, 21, 21, 21, 21, 20, 20, 20, 20, 20]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_28</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>31321</td>\n",
       "      <td>2.8425</td>\n",
       "      <td>5.530656</td>\n",
       "      <td>8.4599</td>\n",
       "      <td>0.785618</td>\n",
       "      <td>[5.9894, 5.3445, 5.8245, 5.4264, 5.9948, 5.170...</td>\n",
       "      <td>[32, 31, 30, 30, 29, 29, 28, 28, 28, 28]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_170</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>73455</td>\n",
       "      <td>-15.5932</td>\n",
       "      <td>-0.020824</td>\n",
       "      <td>16.8465</td>\n",
       "      <td>4.417876</td>\n",
       "      <td>[-1.3647, 2.2831, -1.7137, 2.6663, 2.5334, -1....</td>\n",
       "      <td>[18, 17, 17, 17, 16, 15, 15, 15, 15, 15]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_171</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>77918</td>\n",
       "      <td>-20.3936</td>\n",
       "      <td>-0.805148</td>\n",
       "      <td>17.2692</td>\n",
       "      <td>5.378492</td>\n",
       "      <td>[-2.6905, -5.2208, -4.2034, -0.5026, -3.2126, ...</td>\n",
       "      <td>[16, 15, 15, 15, 15, 14, 14, 14, 13, 13]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_172</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>83916</td>\n",
       "      <td>-11.7966</td>\n",
       "      <td>19.779528</td>\n",
       "      <td>53.4265</td>\n",
       "      <td>8.678024</td>\n",
       "      <td>[25.4815, 21.5924, 22.7877, 20.4559, 19.2734, ...</td>\n",
       "      <td>[15, 14, 14, 14, 13, 13, 13, 13, 13, 12]</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_173</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>78845</td>\n",
       "      <td>-21.3428</td>\n",
       "      <td>-0.666240</td>\n",
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       "      <td>5.987419</td>\n",
       "      <td>[-5.0629, -1.5341, -7.9407, -0.9914, 6.1993, -...</td>\n",
       "      <td>[16, 16, 15, 14, 14, 14, 14, 13, 13, 13]</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_174</th>\n",
       "      <td>float64</td>\n",
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       "      <td>80987</td>\n",
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       "      <td>20.264135</td>\n",
       "      <td>42.7582</td>\n",
       "      <td>7.141816</td>\n",
       "      <td>[14.009, 21.6249, 17.2934, 17.1108, 20.8296, 1...</td>\n",
       "      <td>[16, 15, 13, 13, 13, 13, 13, 13, 13, 13]</td>\n",
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       "    <tr>\n",
       "      <th>var_175</th>\n",
       "      <td>float64</td>\n",
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       "      <td>[20, 20, 20, 19, 19, 19, 18, 17, 17, 17]</td>\n",
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       "    <tr>\n",
       "      <th>var_176</th>\n",
       "      <td>float64</td>\n",
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       "      <td>-2.776134</td>\n",
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       "      <td>[-2.0551, -1.9019, 1.2864, -7.8817, -1.3359, -...</td>\n",
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       "    <tr>\n",
       "      <th>var_177</th>\n",
       "      <td>float64</td>\n",
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       "      <td>[20, 19, 19, 19, 18, 18, 18, 18, 18, 17]</td>\n",
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       "    <tr>\n",
       "      <th>var_178</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
       "      <th>var_179</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
       "      <th>var_180</th>\n",
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       "    <tr>\n",
       "      <th>var_181</th>\n",
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       "    <tr>\n",
       "      <th>var_182</th>\n",
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       "    <tr>\n",
       "      <th>var_183</th>\n",
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       "    <tr>\n",
       "      <th>var_184</th>\n",
       "      <td>float64</td>\n",
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       "    <tr>\n",
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       "      <td>-3.963045</td>\n",
       "      <td>12.4886</td>\n",
       "      <td>4.724641</td>\n",
       "      <td>[-0.9108, -4.2652, -5.702000000000001, -7.0932...</td>\n",
       "      <td>[20, 15, 15, 14, 14, 14, 14, 14, 14, 14]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_186</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>67204</td>\n",
       "      <td>-2.3038</td>\n",
       "      <td>8.978800</td>\n",
       "      <td>21.6999</td>\n",
       "      <td>3.206635</td>\n",
       "      <td>[8.6338, 7.5326, 7.6537, 7.7444, 9.5408, 9.408...</td>\n",
       "      <td>[22, 19, 18, 18, 17, 17, 17, 17, 16, 16]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_187</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>88290</td>\n",
       "      <td>-47.3064</td>\n",
       "      <td>-10.291919</td>\n",
       "      <td>23.5699</td>\n",
       "      <td>11.562352</td>\n",
       "      <td>[0.1931, -9.2551, -2.6583, -9.3672, -19.7514, ...</td>\n",
       "      <td>[14, 13, 13, 13, 12, 12, 12, 12, 12, 12]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_188</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>71322</td>\n",
       "      <td>4.4291</td>\n",
       "      <td>15.366094</td>\n",
       "      <td>28.8852</td>\n",
       "      <td>3.929227</td>\n",
       "      <td>[15.5564, 19.9553, 13.0001, 11.8632, 20.3245, ...</td>\n",
       "      <td>[19, 16, 16, 15, 15, 15, 15, 15, 15, 15]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_189</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>36220</td>\n",
       "      <td>-2.5115</td>\n",
       "      <td>0.755673</td>\n",
       "      <td>3.7803</td>\n",
       "      <td>0.976123</td>\n",
       "      <td>[0.6251, 0.6739, 0.3317, 0.8698, 0.792, 1.5578...</td>\n",
       "      <td>[30, 27, 27, 26, 26, 26, 26, 25, 25, 25]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_190</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>73782</td>\n",
       "      <td>-14.0933</td>\n",
       "      <td>3.189766</td>\n",
       "      <td>20.3590</td>\n",
       "      <td>4.551239</td>\n",
       "      <td>[5.4272, 1.7671, 3.8493, 1.2065, 3.1156, 1.004...</td>\n",
       "      <td>[19, 19, 19, 17, 17, 16, 16, 16, 15, 15]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_191</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>65460</td>\n",
       "      <td>-2.4070</td>\n",
       "      <td>7.458269</td>\n",
       "      <td>16.7165</td>\n",
       "      <td>3.025189</td>\n",
       "      <td>[10.027999999999999, 5.3498, 6.7297, 8.9939, 8...</td>\n",
       "      <td>[19, 19, 19, 18, 18, 17, 17, 17, 17, 17]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_192</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>47041</td>\n",
       "      <td>-3.3409</td>\n",
       "      <td>1.925944</td>\n",
       "      <td>8.0050</td>\n",
       "      <td>1.479966</td>\n",
       "      <td>[1.0173, 1.7848, 0.6657, 2.2288, 1.9365, 2.446...</td>\n",
       "      <td>[29, 28, 25, 25, 25, 24, 24, 23, 23, 23]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_193</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>72171</td>\n",
       "      <td>-11.4131</td>\n",
       "      <td>3.322016</td>\n",
       "      <td>17.6326</td>\n",
       "      <td>3.995599</td>\n",
       "      <td>[6.0498, 7.5369, 5.3929, 5.0325, 4.6424, 4.333...</td>\n",
       "      <td>[18, 17, 17, 16, 16, 16, 15, 15, 15, 15]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_194</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>66942</td>\n",
       "      <td>9.3828</td>\n",
       "      <td>17.996967</td>\n",
       "      <td>27.9478</td>\n",
       "      <td>3.140652</td>\n",
       "      <td>[19.15, 17.7039, 20.8085, 16.1147, 21.0586, 15...</td>\n",
       "      <td>[22, 17, 17, 17, 17, 16, 16, 16, 15, 15]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_195</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>46482</td>\n",
       "      <td>-4.9119</td>\n",
       "      <td>-0.133657</td>\n",
       "      <td>4.5454</td>\n",
       "      <td>1.429678</td>\n",
       "      <td>[-0.2137, -0.8009, 1.1737, 0.5813, -1.1278, 0....</td>\n",
       "      <td>[27, 26, 26, 25, 23, 23, 23, 22, 22, 22]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_196</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>78038</td>\n",
       "      <td>-13.9442</td>\n",
       "      <td>2.290899</td>\n",
       "      <td>15.9207</td>\n",
       "      <td>5.446346</td>\n",
       "      <td>[6.0909, -0.555, -5.4584, 7.8704, 4.8477, 2.80...</td>\n",
       "      <td>[16, 15, 15, 15, 15, 15, 14, 14, 14, 14]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_197</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>34817</td>\n",
       "      <td>6.1696</td>\n",
       "      <td>8.912428</td>\n",
       "      <td>12.2758</td>\n",
       "      <td>0.920904</td>\n",
       "      <td>[9.5016, 8.5176, 9.164, 8.3973, 8.9197, 8.7124...</td>\n",
       "      <td>[34, 31, 30, 30, 29, 28, 28, 27, 26, 26]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_198</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>65262</td>\n",
       "      <td>6.5840</td>\n",
       "      <td>15.869184</td>\n",
       "      <td>26.5384</td>\n",
       "      <td>3.008717</td>\n",
       "      <td>[15.8497, 16.221, 16.4989, 14.2583, 16.9068, 1...</td>\n",
       "      <td>[20, 19, 19, 17, 17, 17, 17, 17, 17, 17]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_199</th>\n",
       "      <td>float64</td>\n",
       "      <td>0</td>\n",
       "      <td>85933</td>\n",
       "      <td>-39.4578</td>\n",
       "      <td>-3.246342</td>\n",
       "      <td>27.9074</td>\n",
       "      <td>10.398589</td>\n",
       "      <td>[-10.508, -16.3609, -0.9361, 9.4578, -5.6346, ...</td>\n",
       "      <td>[15, 13, 13, 13, 13, 13, 13, 13, 12, 12]</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>201 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        DataType  #Nulls  #Uniques      Min       Mean      Max        Std  \\\n",
       "ID_code   object       0    200000      NaN        NaN      NaN        NaN   \n",
       "var_0    float64       0     65580   0.1887  10.658737  22.3234   3.036716   \n",
       "var_1    float64       0     71661 -15.0434  -1.624244   9.3851   4.040509   \n",
       "var_2    float64       0     61865   2.3552  10.707452  18.7141   2.633888   \n",
       "var_3    float64       0     56507  -0.0224   6.788214  13.1420   2.052724   \n",
       "var_4    float64       0     49995   5.4844  11.076399  16.0371   1.616456   \n",
       "var_5    float64       0     83228 -27.7670  -5.050558  17.2537   7.869293   \n",
       "var_6    float64       0     33273   2.2164   5.415164   8.3025   0.864686   \n",
       "var_7    float64       0     69487   5.7137  16.529143  28.2928   3.424482   \n",
       "var_8    float64       0     67521  -9.9560   0.277135   9.6655   3.333375   \n",
       "var_9    float64       0     41583   4.2433   7.569407  11.0036   1.231865   \n",
       "var_10   float64       0     79221 -22.6724   0.371335  20.2145   5.508661   \n",
       "var_11   float64       0     79749 -25.8118  -3.268551  16.7713   5.961443   \n",
       "var_12   float64       0      9121  13.4245  14.022662  14.6820   0.190071   \n",
       "var_13   float64       0     74037  -4.7413   8.540872  21.6051   4.628712   \n",
       "var_14   float64       0     58951   0.6703   7.532703  14.7231   2.255257   \n",
       "var_15   float64       0     18253  13.2034  14.573704  15.7980   0.411592   \n",
       "var_16   float64       0     61906   0.3143   9.321669  17.3687   2.544860   \n",
       "var_17   float64       0     82518 -28.9069  -5.704450  19.1509   6.746460   \n",
       "var_18   float64       0     82682 -11.3242  15.265776  38.9290   7.846983   \n",
       "var_19   float64       0     84370 -12.6994  12.456675  35.4323   7.989812   \n",
       "var_20   float64       0     78645  -2.6346  13.298428  32.0758   5.884245   \n",
       "var_21   float64       0     82738  -9.9406  17.230598  47.4179   8.199877   \n",
       "var_22   float64       0     63855  -5.1640   4.299010  14.0426   2.844023   \n",
       "var_23   float64       0     22619   1.3906   3.019707   5.0246   0.527951   \n",
       "var_24   float64       0     70202  -0.7313  10.567479  23.8396   3.771047   \n",
       "var_25   float64       0     13728  12.7496  13.666970  14.5964   0.285454   \n",
       "var_26   float64       0     78260 -24.5361  -3.983721  13.4564   5.945853   \n",
       "var_27   float64       0     48428  -6.0409  -1.129536   3.3713   1.524765   \n",
       "var_28   float64       0     31321   2.8425   5.530656   8.4599   0.785618   \n",
       "...          ...     ...       ...      ...        ...      ...        ...   \n",
       "var_170  float64       0     73455 -15.5932  -0.020824  16.8465   4.417876   \n",
       "var_171  float64       0     77918 -20.3936  -0.805148  17.2692   5.378492   \n",
       "var_172  float64       0     83916 -11.7966  19.779528  53.4265   8.678024   \n",
       "var_173  float64       0     78845 -21.3428  -0.666240  19.2376   5.987419   \n",
       "var_174  float64       0     80987  -2.4854  20.264135  42.7582   7.141816   \n",
       "var_175  float64       0     64937   2.9512  11.635715  19.8922   2.884821   \n",
       "var_176  float64       0     83905 -29.8384  -2.776134  19.6773   7.557001   \n",
       "var_177  float64       0     61780   5.0253  11.864538  20.0078   2.626556   \n",
       "var_178  float64       0     84537 -29.1185  -0.949318  27.9568   8.570314   \n",
       "var_179  float64       0     63473  -7.7674   2.582604  14.0675   2.803890   \n",
       "var_180  float64       0     77195 -20.6106  -2.722636  13.9910   5.225554   \n",
       "var_181  float64       0     45307   5.3460  10.080827  14.0559   1.369546   \n",
       "var_182  float64       0     85984 -28.0928   0.651432  28.2553   8.961936   \n",
       "var_183  float64       0     75174  -5.4768   8.768929  25.5685   4.464461   \n",
       "var_184  float64       0     84500 -17.0114  12.719302  44.3634   9.316889   \n",
       "var_185  float64       0     76106 -22.4670  -3.963045  12.4886   4.724641   \n",
       "var_186  float64       0     67204  -2.3038   8.978800  21.6999   3.206635   \n",
       "var_187  float64       0     88290 -47.3064 -10.291919  23.5699  11.562352   \n",
       "var_188  float64       0     71322   4.4291  15.366094  28.8852   3.929227   \n",
       "var_189  float64       0     36220  -2.5115   0.755673   3.7803   0.976123   \n",
       "var_190  float64       0     73782 -14.0933   3.189766  20.3590   4.551239   \n",
       "var_191  float64       0     65460  -2.4070   7.458269  16.7165   3.025189   \n",
       "var_192  float64       0     47041  -3.3409   1.925944   8.0050   1.479966   \n",
       "var_193  float64       0     72171 -11.4131   3.322016  17.6326   3.995599   \n",
       "var_194  float64       0     66942   9.3828  17.996967  27.9478   3.140652   \n",
       "var_195  float64       0     46482  -4.9119  -0.133657   4.5454   1.429678   \n",
       "var_196  float64       0     78038 -13.9442   2.290899  15.9207   5.446346   \n",
       "var_197  float64       0     34817   6.1696   8.912428  12.2758   0.920904   \n",
       "var_198  float64       0     65262   6.5840  15.869184  26.5384   3.008717   \n",
       "var_199  float64       0     85933 -39.4578  -3.246342  27.9074  10.398589   \n",
       "\n",
       "                                                 top10 val  \\\n",
       "ID_code  ['test_135347', 'test_84889', 'test_12786', 't...   \n",
       "var_0    [9.5368, 9.7369, 12.4317, 9.9076, 10.4597, 12....   \n",
       "var_1    [-3.66, -5.0183, 0.9025, 0.9909, -0.5942, 1.11...   \n",
       "var_2    [10.3544, 9.656, 12.2659, 10.1302, 10.1724, 12...   \n",
       "var_3    [8.5594, 6.867000000000001, 5.6693, 7.1706, 4....   \n",
       "var_4    [10.8383, 12.030999999999999, 11.7222, 10.4904...   \n",
       "var_5    [-11.9289, -8.7608, 0.1389, 2.1134, -2.7652, -...   \n",
       "var_6    [5.797999999999999, 5.1286, 4.9295, 5.3825, 5....   \n",
       "var_7    [12.1081, 14.8982, 14.7095, 16.5933, 13.1351, ...   \n",
       "var_8    [-0.0851, 3.6147, -2.5998, -2.3292, 2.1987, -1...   \n",
       "var_9    [8.6081, 7.5642, 7.7048, 7.5787, 7.5074, 7.974...   \n",
       "var_10   [4.9549, -1.8332, -1.0131, 0.4852, 4.0173, 5.1...   \n",
       "var_11   [0.2551, -7.1323, -0.4953, -9.5813, -11.6534, ...   \n",
       "var_12   [13.5546, 13.5547, 13.5544, 13.5545, 13.5542, ...   \n",
       "var_13   [7.9855, 4.7192, 11.7888, 8.1456, 4.0915, 6.14...   \n",
       "var_14   [8.262, 7.587999999999999, 6.9508, 7.1013, 8.0...   \n",
       "var_15   [14.6942, 14.497, 14.235999999999999, 14.3625,...   \n",
       "var_16   [10.0245, 9.056000000000001, 8.9742, 10.7696, ...   \n",
       "var_17   [-8.4267, -3.3492, -2.9667, -4.653000000000000...   \n",
       "var_18   [7.2567, 9.6811, 10.7777, 23.2442, 21.9984, 13...   \n",
       "var_19   [9.0209, 20.5091, 7.8004, 18.0699, 7.405, 7.91...   \n",
       "var_20   [15.3813, 19.45, 7.313, 11.413, 9.1443, 15.123...   \n",
       "var_21   [16.8568, 17.5188, 19.2913, 19.1377, 21.5109, ...   \n",
       "var_22   [6.4599, 4.86, 3.9621, 6.1994, 2.6227, 3.6239,...   \n",
       "var_23   [2.9221, 2.7524, 2.8214, 3.2175, 2.8124, 2.701...   \n",
       "var_24   [10.0177, 13.4639, 11.8193, 7.3438, 8.1412, 7....   \n",
       "var_25   [13.5965, 13.6062, 13.6693, 13.4506, 13.5399, ...   \n",
       "var_26   [-4.2819, 0.0096, -7.8902, -2.2483, -10.7433, ...   \n",
       "var_27   [0.4143, -1.5591, -0.9942, -0.545, -1.8513, -2...   \n",
       "var_28   [5.9894, 5.3445, 5.8245, 5.4264, 5.9948, 5.170...   \n",
       "...                                                    ...   \n",
       "var_170  [-1.3647, 2.2831, -1.7137, 2.6663, 2.5334, -1....   \n",
       "var_171  [-2.6905, -5.2208, -4.2034, -0.5026, -3.2126, ...   \n",
       "var_172  [25.4815, 21.5924, 22.7877, 20.4559, 19.2734, ...   \n",
       "var_173  [-5.0629, -1.5341, -7.9407, -0.9914, 6.1993, -...   \n",
       "var_174  [14.009, 21.6249, 17.2934, 17.1108, 20.8296, 1...   \n",
       "var_175  [9.3692, 11.811, 9.583, 9.4722, 14.7194, 11.78...   \n",
       "var_176  [-2.0551, -1.9019, 1.2864, -7.8817, -1.3359, -...   \n",
       "var_177  [10.2212, 10.6746, 12.1273, 11.0952, 13.0988, ...   \n",
       "var_178  [2.4952, -1.3415, -8.1195, 8.7641, 1.0676, 5.4...   \n",
       "var_179  [3.9165, 2.9756, 0.6532, 1.8141, 3.1355, 3.320...   \n",
       "var_180  [-4.8634, -2.3766, 2.7612, -3.5222, -3.1296, 1...   \n",
       "var_181  [10.7881, 10.7955, 9.3518, 9.5892, 10.8332, 10...   \n",
       "var_182  [-3.234, -1.5067, -4.1759, -4.1008, 4.3092, 9....   \n",
       "var_183  [7.1162, 7.2769, 11.897, 6.7365, 7.6524, 7.049...   \n",
       "var_184  [5.5772, 6.7309, 10.38, 18.9607, 1.1746, 7.994...   \n",
       "var_185  [-0.9108, -4.2652, -5.702000000000001, -7.0932...   \n",
       "var_186  [8.6338, 7.5326, 7.6537, 7.7444, 9.5408, 9.408...   \n",
       "var_187  [0.1931, -9.2551, -2.6583, -9.3672, -19.7514, ...   \n",
       "var_188  [15.5564, 19.9553, 13.0001, 11.8632, 20.3245, ...   \n",
       "var_189  [0.6251, 0.6739, 0.3317, 0.8698, 0.792, 1.5578...   \n",
       "var_190  [5.4272, 1.7671, 3.8493, 1.2065, 3.1156, 1.004...   \n",
       "var_191  [10.027999999999999, 5.3498, 6.7297, 8.9939, 8...   \n",
       "var_192  [1.0173, 1.7848, 0.6657, 2.2288, 1.9365, 2.446...   \n",
       "var_193  [6.0498, 7.5369, 5.3929, 5.0325, 4.6424, 4.333...   \n",
       "var_194  [19.15, 17.7039, 20.8085, 16.1147, 21.0586, 15...   \n",
       "var_195  [-0.2137, -0.8009, 1.1737, 0.5813, -1.1278, 0....   \n",
       "var_196  [6.0909, -0.555, -5.4584, 7.8704, 4.8477, 2.80...   \n",
       "var_197  [9.5016, 8.5176, 9.164, 8.3973, 8.9197, 8.7124...   \n",
       "var_198  [15.8497, 16.221, 16.4989, 14.2583, 16.9068, 1...   \n",
       "var_199  [-10.508, -16.3609, -0.9361, 9.4578, -5.6346, ...   \n",
       "\n",
       "                                                 top10 cnt  \\\n",
       "ID_code                     [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]   \n",
       "var_0             [20, 18, 18, 18, 18, 17, 17, 16, 16, 16]   \n",
       "var_1             [18, 17, 17, 16, 16, 15, 15, 15, 15, 15]   \n",
       "var_2             [21, 20, 20, 19, 19, 18, 17, 17, 17, 17]   \n",
       "var_3             [22, 21, 21, 21, 21, 21, 20, 20, 20, 20]   \n",
       "var_4             [24, 24, 24, 24, 22, 22, 22, 20, 20, 20]   \n",
       "var_5             [16, 14, 14, 14, 13, 13, 13, 13, 13, 13]   \n",
       "var_6             [33, 33, 29, 29, 29, 29, 29, 28, 28, 28]   \n",
       "var_7             [18, 17, 17, 16, 16, 16, 15, 15, 15, 15]   \n",
       "var_8             [21, 19, 17, 17, 17, 16, 16, 16, 16, 16]   \n",
       "var_9             [28, 27, 26, 25, 25, 24, 23, 23, 22, 22]   \n",
       "var_10            [17, 16, 15, 15, 15, 15, 15, 15, 14, 14]   \n",
       "var_11            [18, 16, 15, 15, 14, 14, 14, 14, 14, 14]   \n",
       "var_12   [188, 184, 169, 166, 147, 144, 143, 140, 127, ...   \n",
       "var_13            [16, 16, 16, 16, 14, 14, 14, 14, 14, 14]   \n",
       "var_14            [20, 19, 19, 18, 18, 18, 18, 18, 18, 18]   \n",
       "var_15            [47, 45, 45, 45, 44, 42, 42, 41, 40, 40]   \n",
       "var_16            [21, 20, 19, 18, 18, 18, 18, 18, 18, 18]   \n",
       "var_17            [14, 13, 13, 13, 13, 13, 13, 13, 12, 12]   \n",
       "var_18            [16, 15, 14, 14, 14, 14, 14, 14, 14, 13]   \n",
       "var_19            [16, 15, 14, 14, 14, 13, 13, 13, 13, 12]   \n",
       "var_20            [17, 16, 15, 15, 15, 14, 14, 14, 14, 14]   \n",
       "var_21            [14, 14, 13, 13, 13, 13, 13, 13, 13, 13]   \n",
       "var_22            [18, 18, 18, 18, 17, 17, 17, 17, 17, 17]   \n",
       "var_23            [50, 48, 42, 42, 41, 40, 38, 37, 36, 36]   \n",
       "var_24            [18, 18, 17, 17, 16, 16, 16, 16, 16, 16]   \n",
       "var_25            [60, 59, 56, 54, 53, 53, 52, 52, 50, 49]   \n",
       "var_26            [16, 16, 15, 15, 15, 15, 14, 14, 14, 14]   \n",
       "var_27            [24, 21, 21, 21, 21, 20, 20, 20, 20, 20]   \n",
       "var_28            [32, 31, 30, 30, 29, 29, 28, 28, 28, 28]   \n",
       "...                                                    ...   \n",
       "var_170           [18, 17, 17, 17, 16, 15, 15, 15, 15, 15]   \n",
       "var_171           [16, 15, 15, 15, 15, 14, 14, 14, 13, 13]   \n",
       "var_172           [15, 14, 14, 14, 13, 13, 13, 13, 13, 12]   \n",
       "var_173           [16, 16, 15, 14, 14, 14, 14, 13, 13, 13]   \n",
       "var_174           [16, 15, 13, 13, 13, 13, 13, 13, 13, 13]   \n",
       "var_175           [20, 20, 20, 19, 19, 19, 18, 17, 17, 17]   \n",
       "var_176           [14, 13, 13, 13, 13, 13, 12, 12, 12, 12]   \n",
       "var_177           [20, 19, 19, 19, 18, 18, 18, 18, 18, 17]   \n",
       "var_178           [16, 15, 15, 13, 13, 13, 13, 13, 12, 12]   \n",
       "var_179           [21, 21, 21, 20, 18, 18, 18, 18, 18, 17]   \n",
       "var_180           [17, 17, 15, 15, 15, 15, 15, 15, 14, 14]   \n",
       "var_181           [30, 27, 26, 25, 24, 24, 24, 24, 24, 23]   \n",
       "var_182           [15, 15, 12, 12, 12, 12, 12, 12, 12, 12]   \n",
       "var_183           [16, 16, 16, 15, 15, 15, 15, 15, 15, 15]   \n",
       "var_184           [15, 15, 15, 14, 14, 14, 14, 14, 13, 13]   \n",
       "var_185           [20, 15, 15, 14, 14, 14, 14, 14, 14, 14]   \n",
       "var_186           [22, 19, 18, 18, 17, 17, 17, 17, 16, 16]   \n",
       "var_187           [14, 13, 13, 13, 12, 12, 12, 12, 12, 12]   \n",
       "var_188           [19, 16, 16, 15, 15, 15, 15, 15, 15, 15]   \n",
       "var_189           [30, 27, 27, 26, 26, 26, 26, 25, 25, 25]   \n",
       "var_190           [19, 19, 19, 17, 17, 16, 16, 16, 15, 15]   \n",
       "var_191           [19, 19, 19, 18, 18, 17, 17, 17, 17, 17]   \n",
       "var_192           [29, 28, 25, 25, 25, 24, 24, 23, 23, 23]   \n",
       "var_193           [18, 17, 17, 16, 16, 16, 15, 15, 15, 15]   \n",
       "var_194           [22, 17, 17, 17, 17, 16, 16, 16, 15, 15]   \n",
       "var_195           [27, 26, 26, 25, 23, 23, 23, 22, 22, 22]   \n",
       "var_196           [16, 15, 15, 15, 15, 15, 14, 14, 14, 14]   \n",
       "var_197           [34, 31, 30, 30, 29, 28, 28, 27, 26, 26]   \n",
       "var_198           [20, 19, 19, 17, 17, 17, 17, 17, 17, 17]   \n",
       "var_199           [15, 13, 13, 13, 13, 13, 13, 13, 12, 12]   \n",
       "\n",
       "                                               top10 raito  \n",
       "ID_code  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_0    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_1    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_2    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_3    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_4    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_5    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_6    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_7    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_8    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_9    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_10   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_11   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_12   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_13   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_14   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_15   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_16   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_17   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_18   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_19   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_20   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_21   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_22   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_23   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_24   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_25   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_26   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_27   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_28   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "...                                                    ...  \n",
       "var_170  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_171  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_172  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_173  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_174  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_175  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_176  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_177  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_178  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_179  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_180  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_181  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_182  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_183  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_184  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_185  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_186  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_187  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_188  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_189  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_190  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_191  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_192  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_193  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_194  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_195  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_196  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_197  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_198  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "var_199  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "\n",
       "[201 rows x 10 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "te_info = EDA.df_info(te)\n",
    "te_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T04:03:32.284877Z",
     "start_time": "2019-02-14T04:03:32.184874Z"
    }
   },
   "outputs": [],
   "source": [
    "tr_info.to_csv('tr_info.csv')\n",
    "te_info.to_csv('te_info.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-14T08:09:50.277178Z",
     "start_time": "2019-02-14T08:09:50.103819Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_code</th>\n",
       "      <th>target</th>\n",
       "      <th>var_0</th>\n",
       "      <th>var_1</th>\n",
       "      <th>var_2</th>\n",
       "      <th>var_3</th>\n",
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       "      <th>var_5</th>\n",
       "      <th>var_6</th>\n",
       "      <th>var_7</th>\n",
       "      <th>...</th>\n",
       "      <th>var_190</th>\n",
       "      <th>var_191</th>\n",
       "      <th>var_192</th>\n",
       "      <th>var_193</th>\n",
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       "      <th>var_198</th>\n",
       "      <th>var_199</th>\n",
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       "      <th>0</th>\n",
       "      <td>train_0</td>\n",
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       "      <td>11.9081</td>\n",
       "      <td>5.0930</td>\n",
       "      <td>11.4607</td>\n",
       "      <td>-9.2834</td>\n",
       "      <td>5.1187</td>\n",
       "      <td>18.6266</td>\n",
       "      <td>...</td>\n",
       "      <td>4.4354</td>\n",
       "      <td>3.9642</td>\n",
       "      <td>3.1364</td>\n",
       "      <td>1.6910</td>\n",
       "      <td>18.5227</td>\n",
       "      <td>-2.3978</td>\n",
       "      <td>7.8784</td>\n",
       "      <td>8.5635</td>\n",
       "      <td>12.7803</td>\n",
       "      <td>-1.0914</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>train_1</td>\n",
       "      <td>0</td>\n",
       "      <td>11.5006</td>\n",
       "      <td>-4.1473</td>\n",
       "      <td>13.8588</td>\n",
       "      <td>5.3890</td>\n",
       "      <td>12.3622</td>\n",
       "      <td>7.0433</td>\n",
       "      <td>5.6208</td>\n",
       "      <td>16.5338</td>\n",
       "      <td>...</td>\n",
       "      <td>7.6421</td>\n",
       "      <td>7.7214</td>\n",
       "      <td>2.5837</td>\n",
       "      <td>10.9516</td>\n",
       "      <td>15.4305</td>\n",
       "      <td>2.0339</td>\n",
       "      <td>8.1267</td>\n",
       "      <td>8.7889</td>\n",
       "      <td>18.3560</td>\n",
       "      <td>1.9518</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>train_2</td>\n",
       "      <td>0</td>\n",
       "      <td>8.6093</td>\n",
       "      <td>-2.7457</td>\n",
       "      <td>12.0805</td>\n",
       "      <td>7.8928</td>\n",
       "      <td>10.5825</td>\n",
       "      <td>-9.0837</td>\n",
       "      <td>6.9427</td>\n",
       "      <td>14.6155</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9057</td>\n",
       "      <td>9.7905</td>\n",
       "      <td>1.6704</td>\n",
       "      <td>1.6858</td>\n",
       "      <td>21.6042</td>\n",
       "      <td>3.1417</td>\n",
       "      <td>-6.5213</td>\n",
       "      <td>8.2675</td>\n",
       "      <td>14.7222</td>\n",
       "      <td>0.3965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>train_3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.0604</td>\n",
       "      <td>-2.1518</td>\n",
       "      <td>8.9522</td>\n",
       "      <td>7.1957</td>\n",
       "      <td>12.5846</td>\n",
       "      <td>-1.8361</td>\n",
       "      <td>5.8428</td>\n",
       "      <td>14.9250</td>\n",
       "      <td>...</td>\n",
       "      <td>4.4666</td>\n",
       "      <td>4.7433</td>\n",
       "      <td>0.7178</td>\n",
       "      <td>1.4214</td>\n",
       "      <td>23.0347</td>\n",
       "      <td>-1.2706</td>\n",
       "      <td>-2.9275</td>\n",
       "      <td>10.2922</td>\n",
       "      <td>17.9697</td>\n",
       "      <td>-8.9996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>train_4</td>\n",
       "      <td>0</td>\n",
       "      <td>9.8369</td>\n",
       "      <td>-1.4834</td>\n",
       "      <td>12.8746</td>\n",
       "      <td>6.6375</td>\n",
       "      <td>12.2772</td>\n",
       "      <td>2.4486</td>\n",
       "      <td>5.9405</td>\n",
       "      <td>19.2514</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.4905</td>\n",
       "      <td>9.5214</td>\n",
       "      <td>-0.1508</td>\n",
       "      <td>9.1942</td>\n",
       "      <td>13.2876</td>\n",
       "      <td>-1.5121</td>\n",
       "      <td>3.9267</td>\n",
       "      <td>9.5031</td>\n",
       "      <td>17.9974</td>\n",
       "      <td>-8.8104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>train_5</td>\n",
       "      <td>0</td>\n",
       "      <td>11.4763</td>\n",
       "      <td>-2.3182</td>\n",
       "      <td>12.6080</td>\n",
       "      <td>8.6264</td>\n",
       "      <td>10.9621</td>\n",
       "      <td>3.5609</td>\n",
       "      <td>4.5322</td>\n",
       "      <td>15.2255</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.3068</td>\n",
       "      <td>6.6025</td>\n",
       "      <td>5.2912</td>\n",
       "      <td>0.4403</td>\n",
       "      <td>14.9452</td>\n",
       "      <td>1.0314</td>\n",
       "      <td>-3.6241</td>\n",
       "      <td>9.7670</td>\n",
       "      <td>12.5809</td>\n",
       "      <td>-4.7602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>train_6</td>\n",
       "      <td>0</td>\n",
       "      <td>11.8091</td>\n",
       "      <td>-0.0832</td>\n",
       "      <td>9.3494</td>\n",
       "      <td>4.2916</td>\n",
       "      <td>11.1355</td>\n",
       "      <td>-8.0198</td>\n",
       "      <td>6.1961</td>\n",
       "      <td>12.0771</td>\n",
       "      <td>...</td>\n",
       "      <td>8.7830</td>\n",
       "      <td>6.4521</td>\n",
       "      <td>3.5325</td>\n",
       "      <td>0.1777</td>\n",
       "      <td>18.3314</td>\n",
       "      <td>0.5845</td>\n",
       "      <td>9.1104</td>\n",
       "      <td>9.1143</td>\n",
       "      <td>10.8869</td>\n",
       "      <td>-3.2097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>train_7</td>\n",
       "      <td>0</td>\n",
       "      <td>13.5580</td>\n",
       "      <td>-7.9881</td>\n",
       "      <td>13.8776</td>\n",
       "      <td>7.5985</td>\n",
       "      <td>8.6543</td>\n",
       "      <td>0.8310</td>\n",
       "      <td>5.6890</td>\n",
       "      <td>22.3262</td>\n",
       "      <td>...</td>\n",
       "      <td>13.1700</td>\n",
       "      <td>6.5491</td>\n",
       "      <td>3.9906</td>\n",
       "      <td>5.8061</td>\n",
       "      <td>23.1407</td>\n",
       "      <td>-0.3776</td>\n",
       "      <td>4.2178</td>\n",
       "      <td>9.4237</td>\n",
       "      <td>8.6624</td>\n",
       "      <td>3.4806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>train_8</td>\n",
       "      <td>0</td>\n",
       "      <td>16.1071</td>\n",
       "      <td>2.4426</td>\n",
       "      <td>13.9307</td>\n",
       "      <td>5.6327</td>\n",
       "      <td>8.8014</td>\n",
       "      <td>6.1630</td>\n",
       "      <td>4.4514</td>\n",
       "      <td>10.1854</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4298</td>\n",
       "      <td>14.7510</td>\n",
       "      <td>1.6395</td>\n",
       "      <td>1.4181</td>\n",
       "      <td>14.8370</td>\n",
       "      <td>-1.9940</td>\n",
       "      <td>-1.0733</td>\n",
       "      <td>8.1975</td>\n",
       "      <td>19.5114</td>\n",
       "      <td>4.8453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>train_9</td>\n",
       "      <td>0</td>\n",
       "      <td>12.5088</td>\n",
       "      <td>1.9743</td>\n",
       "      <td>8.8960</td>\n",
       "      <td>5.4508</td>\n",
       "      <td>13.6043</td>\n",
       "      <td>-16.2859</td>\n",
       "      <td>6.0637</td>\n",
       "      <td>16.8410</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5543</td>\n",
       "      <td>6.3160</td>\n",
       "      <td>1.0371</td>\n",
       "      <td>3.6885</td>\n",
       "      <td>14.8344</td>\n",
       "      <td>0.4467</td>\n",
       "      <td>14.1287</td>\n",
       "      <td>7.9133</td>\n",
       "      <td>16.2375</td>\n",
       "      <td>14.2514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>train_10</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0702</td>\n",
       "      <td>-0.5447</td>\n",
       "      <td>9.5900</td>\n",
       "      <td>4.2987</td>\n",
       "      <td>12.3910</td>\n",
       "      <td>-18.8687</td>\n",
       "      <td>6.0382</td>\n",
       "      <td>14.3797</td>\n",
       "      <td>...</td>\n",
       "      <td>7.2780</td>\n",
       "      <td>8.0819</td>\n",
       "      <td>0.2139</td>\n",
       "      <td>-0.0761</td>\n",
       "      <td>14.9585</td>\n",
       "      <td>-1.2160</td>\n",
       "      <td>6.6576</td>\n",
       "      <td>9.2553</td>\n",
       "      <td>14.2914</td>\n",
       "      <td>-7.6652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>train_11</td>\n",
       "      <td>0</td>\n",
       "      <td>12.7188</td>\n",
       "      <td>-7.9750</td>\n",
       "      <td>10.3757</td>\n",
       "      <td>9.0101</td>\n",
       "      <td>12.8570</td>\n",
       "      <td>-12.0852</td>\n",
       "      <td>5.6464</td>\n",
       "      <td>11.8370</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.8901</td>\n",
       "      <td>2.6559</td>\n",
       "      <td>-0.0503</td>\n",
       "      <td>5.5946</td>\n",
       "      <td>13.6152</td>\n",
       "      <td>2.4058</td>\n",
       "      <td>-1.7183</td>\n",
       "      <td>9.6745</td>\n",
       "      <td>16.7498</td>\n",
       "      <td>-3.9728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>train_12</td>\n",
       "      <td>0</td>\n",
       "      <td>8.7671</td>\n",
       "      <td>-4.6154</td>\n",
       "      <td>9.7242</td>\n",
       "      <td>7.4242</td>\n",
       "      <td>9.0254</td>\n",
       "      <td>1.4247</td>\n",
       "      <td>6.2815</td>\n",
       "      <td>12.3143</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3782</td>\n",
       "      <td>7.4382</td>\n",
       "      <td>0.0854</td>\n",
       "      <td>1.3444</td>\n",
       "      <td>17.2439</td>\n",
       "      <td>-0.0798</td>\n",
       "      <td>5.7389</td>\n",
       "      <td>8.4897</td>\n",
       "      <td>17.0938</td>\n",
       "      <td>4.6106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>train_13</td>\n",
       "      <td>1</td>\n",
       "      <td>16.3699</td>\n",
       "      <td>1.5934</td>\n",
       "      <td>16.7395</td>\n",
       "      <td>7.3330</td>\n",
       "      <td>12.1450</td>\n",
       "      <td>5.9004</td>\n",
       "      <td>4.8222</td>\n",
       "      <td>20.9729</td>\n",
       "      <td>...</td>\n",
       "      <td>7.4002</td>\n",
       "      <td>7.4031</td>\n",
       "      <td>4.3989</td>\n",
       "      <td>4.0978</td>\n",
       "      <td>17.3638</td>\n",
       "      <td>-1.3022</td>\n",
       "      <td>9.6846</td>\n",
       "      <td>9.0419</td>\n",
       "      <td>15.6064</td>\n",
       "      <td>-10.8529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>train_14</td>\n",
       "      <td>0</td>\n",
       "      <td>13.8080</td>\n",
       "      <td>5.0514</td>\n",
       "      <td>17.2611</td>\n",
       "      <td>8.5120</td>\n",
       "      <td>12.8517</td>\n",
       "      <td>-9.1622</td>\n",
       "      <td>5.7327</td>\n",
       "      <td>21.0517</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0740</td>\n",
       "      <td>8.3220</td>\n",
       "      <td>3.2619</td>\n",
       "      <td>1.6738</td>\n",
       "      <td>17.4797</td>\n",
       "      <td>-0.0257</td>\n",
       "      <td>-3.5323</td>\n",
       "      <td>9.3439</td>\n",
       "      <td>24.4479</td>\n",
       "      <td>-5.1110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>train_15</td>\n",
       "      <td>0</td>\n",
       "      <td>3.9416</td>\n",
       "      <td>2.6562</td>\n",
       "      <td>13.3633</td>\n",
       "      <td>6.8895</td>\n",
       "      <td>12.2806</td>\n",
       "      <td>-16.1620</td>\n",
       "      <td>5.6979</td>\n",
       "      <td>14.4573</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.4195</td>\n",
       "      <td>0.8829</td>\n",
       "      <td>-1.9859</td>\n",
       "      <td>3.9905</td>\n",
       "      <td>22.4647</td>\n",
       "      <td>0.5129</td>\n",
       "      <td>6.5273</td>\n",
       "      <td>8.2899</td>\n",
       "      <td>12.9116</td>\n",
       "      <td>-4.9182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>train_16</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0615</td>\n",
       "      <td>0.2689</td>\n",
       "      <td>15.1325</td>\n",
       "      <td>3.6587</td>\n",
       "      <td>13.5276</td>\n",
       "      <td>-6.5477</td>\n",
       "      <td>5.2757</td>\n",
       "      <td>9.8710</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2717</td>\n",
       "      <td>7.2854</td>\n",
       "      <td>0.5670</td>\n",
       "      <td>8.1822</td>\n",
       "      <td>19.5616</td>\n",
       "      <td>0.4365</td>\n",
       "      <td>-3.4975</td>\n",
       "      <td>8.6367</td>\n",
       "      <td>20.2548</td>\n",
       "      <td>11.1524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>train_17</td>\n",
       "      <td>0</td>\n",
       "      <td>8.4199</td>\n",
       "      <td>-1.8128</td>\n",
       "      <td>8.1202</td>\n",
       "      <td>5.3955</td>\n",
       "      <td>9.7184</td>\n",
       "      <td>-17.8390</td>\n",
       "      <td>4.0959</td>\n",
       "      <td>15.2860</td>\n",
       "      <td>...</td>\n",
       "      <td>7.4363</td>\n",
       "      <td>11.3072</td>\n",
       "      <td>3.7903</td>\n",
       "      <td>0.0290</td>\n",
       "      <td>16.2954</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>8.9603</td>\n",
       "      <td>9.4560</td>\n",
       "      <td>19.4505</td>\n",
       "      <td>-5.2407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>train_18</td>\n",
       "      <td>0</td>\n",
       "      <td>4.8750</td>\n",
       "      <td>1.2646</td>\n",
       "      <td>11.9190</td>\n",
       "      <td>8.4650</td>\n",
       "      <td>10.7203</td>\n",
       "      <td>-0.6707</td>\n",
       "      <td>5.6103</td>\n",
       "      <td>16.4661</td>\n",
       "      <td>...</td>\n",
       "      <td>9.1843</td>\n",
       "      <td>2.6812</td>\n",
       "      <td>1.8587</td>\n",
       "      <td>4.6929</td>\n",
       "      <td>16.0916</td>\n",
       "      <td>-1.5336</td>\n",
       "      <td>-4.0958</td>\n",
       "      <td>8.5873</td>\n",
       "      <td>17.1516</td>\n",
       "      <td>-22.1940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>train_19</td>\n",
       "      <td>0</td>\n",
       "      <td>4.4090</td>\n",
       "      <td>-0.7863</td>\n",
       "      <td>15.1828</td>\n",
       "      <td>8.0631</td>\n",
       "      <td>11.2831</td>\n",
       "      <td>-0.7356</td>\n",
       "      <td>6.3801</td>\n",
       "      <td>16.0218</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9745</td>\n",
       "      <td>6.3267</td>\n",
       "      <td>2.5156</td>\n",
       "      <td>8.9878</td>\n",
       "      <td>16.0550</td>\n",
       "      <td>-2.1962</td>\n",
       "      <td>8.3985</td>\n",
       "      <td>9.1711</td>\n",
       "      <td>14.7352</td>\n",
       "      <td>3.9133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>train_20</td>\n",
       "      <td>0</td>\n",
       "      <td>12.6700</td>\n",
       "      <td>-2.0221</td>\n",
       "      <td>6.8930</td>\n",
       "      <td>6.9152</td>\n",
       "      <td>9.5677</td>\n",
       "      <td>-11.2672</td>\n",
       "      <td>5.6061</td>\n",
       "      <td>16.2354</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9841</td>\n",
       "      <td>5.7383</td>\n",
       "      <td>-0.1349</td>\n",
       "      <td>2.7194</td>\n",
       "      <td>13.8326</td>\n",
       "      <td>0.5365</td>\n",
       "      <td>9.1935</td>\n",
       "      <td>8.2176</td>\n",
       "      <td>22.4754</td>\n",
       "      <td>-19.9444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>train_21</td>\n",
       "      <td>0</td>\n",
       "      <td>8.3918</td>\n",
       "      <td>1.4806</td>\n",
       "      <td>12.9804</td>\n",
       "      <td>7.5538</td>\n",
       "      <td>11.1531</td>\n",
       "      <td>-14.7776</td>\n",
       "      <td>5.9987</td>\n",
       "      <td>15.5148</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0412</td>\n",
       "      <td>5.5717</td>\n",
       "      <td>0.7519</td>\n",
       "      <td>5.7839</td>\n",
       "      <td>23.1155</td>\n",
       "      <td>-1.2740</td>\n",
       "      <td>2.0738</td>\n",
       "      <td>7.7761</td>\n",
       "      <td>17.4662</td>\n",
       "      <td>11.3979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>train_22</td>\n",
       "      <td>0</td>\n",
       "      <td>10.2031</td>\n",
       "      <td>0.1925</td>\n",
       "      <td>14.0238</td>\n",
       "      <td>7.0345</td>\n",
       "      <td>11.8514</td>\n",
       "      <td>13.8830</td>\n",
       "      <td>6.4040</td>\n",
       "      <td>18.0058</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7022</td>\n",
       "      <td>5.4938</td>\n",
       "      <td>-0.3317</td>\n",
       "      <td>3.3474</td>\n",
       "      <td>11.2204</td>\n",
       "      <td>0.9371</td>\n",
       "      <td>-7.5486</td>\n",
       "      <td>9.5064</td>\n",
       "      <td>8.7281</td>\n",
       "      <td>-25.6523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>train_23</td>\n",
       "      <td>0</td>\n",
       "      <td>15.0029</td>\n",
       "      <td>-9.3439</td>\n",
       "      <td>10.3790</td>\n",
       "      <td>8.3226</td>\n",
       "      <td>13.0204</td>\n",
       "      <td>-5.0744</td>\n",
       "      <td>5.2489</td>\n",
       "      <td>11.6845</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9210</td>\n",
       "      <td>4.3916</td>\n",
       "      <td>5.2208</td>\n",
       "      <td>1.3458</td>\n",
       "      <td>18.2940</td>\n",
       "      <td>2.3865</td>\n",
       "      <td>-3.7144</td>\n",
       "      <td>9.4714</td>\n",
       "      <td>12.8480</td>\n",
       "      <td>-10.0357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>train_24</td>\n",
       "      <td>0</td>\n",
       "      <td>5.9240</td>\n",
       "      <td>-3.7285</td>\n",
       "      <td>11.0995</td>\n",
       "      <td>4.6969</td>\n",
       "      <td>11.7363</td>\n",
       "      <td>-20.4102</td>\n",
       "      <td>5.8125</td>\n",
       "      <td>15.9027</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.3390</td>\n",
       "      <td>8.4943</td>\n",
       "      <td>0.7899</td>\n",
       "      <td>4.3212</td>\n",
       "      <td>17.2716</td>\n",
       "      <td>-0.9999</td>\n",
       "      <td>10.0978</td>\n",
       "      <td>10.2561</td>\n",
       "      <td>14.3032</td>\n",
       "      <td>2.0897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>train_25</td>\n",
       "      <td>0</td>\n",
       "      <td>8.2703</td>\n",
       "      <td>-5.6854</td>\n",
       "      <td>12.6862</td>\n",
       "      <td>7.2755</td>\n",
       "      <td>12.3713</td>\n",
       "      <td>-7.7521</td>\n",
       "      <td>6.7252</td>\n",
       "      <td>18.4270</td>\n",
       "      <td>...</td>\n",
       "      <td>11.3979</td>\n",
       "      <td>5.9191</td>\n",
       "      <td>0.6406</td>\n",
       "      <td>5.0184</td>\n",
       "      <td>21.3216</td>\n",
       "      <td>-2.9616</td>\n",
       "      <td>5.7994</td>\n",
       "      <td>9.5360</td>\n",
       "      <td>17.8582</td>\n",
       "      <td>-3.3911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>train_26</td>\n",
       "      <td>0</td>\n",
       "      <td>15.6567</td>\n",
       "      <td>-4.4950</td>\n",
       "      <td>10.4867</td>\n",
       "      <td>3.8187</td>\n",
       "      <td>8.8813</td>\n",
       "      <td>-6.0295</td>\n",
       "      <td>5.5224</td>\n",
       "      <td>17.6964</td>\n",
       "      <td>...</td>\n",
       "      <td>5.3764</td>\n",
       "      <td>11.9099</td>\n",
       "      <td>0.7651</td>\n",
       "      <td>6.9705</td>\n",
       "      <td>24.1729</td>\n",
       "      <td>-1.8420</td>\n",
       "      <td>3.4319</td>\n",
       "      <td>7.8821</td>\n",
       "      <td>19.3055</td>\n",
       "      <td>-7.5090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>train_27</td>\n",
       "      <td>0</td>\n",
       "      <td>10.7166</td>\n",
       "      <td>-9.9800</td>\n",
       "      <td>10.9569</td>\n",
       "      <td>6.7660</td>\n",
       "      <td>10.6803</td>\n",
       "      <td>-12.9329</td>\n",
       "      <td>4.5012</td>\n",
       "      <td>17.3841</td>\n",
       "      <td>...</td>\n",
       "      <td>3.4066</td>\n",
       "      <td>8.8651</td>\n",
       "      <td>1.5951</td>\n",
       "      <td>3.0979</td>\n",
       "      <td>15.7978</td>\n",
       "      <td>2.6332</td>\n",
       "      <td>9.0833</td>\n",
       "      <td>7.9933</td>\n",
       "      <td>20.2128</td>\n",
       "      <td>-1.7144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>train_28</td>\n",
       "      <td>0</td>\n",
       "      <td>7.8010</td>\n",
       "      <td>4.5262</td>\n",
       "      <td>8.9291</td>\n",
       "      <td>8.4884</td>\n",
       "      <td>12.8435</td>\n",
       "      <td>-1.2632</td>\n",
       "      <td>5.0383</td>\n",
       "      <td>13.6339</td>\n",
       "      <td>...</td>\n",
       "      <td>6.7745</td>\n",
       "      <td>3.0204</td>\n",
       "      <td>0.5552</td>\n",
       "      <td>9.3177</td>\n",
       "      <td>21.0586</td>\n",
       "      <td>0.7162</td>\n",
       "      <td>-3.3638</td>\n",
       "      <td>9.8715</td>\n",
       "      <td>14.0120</td>\n",
       "      <td>-4.5997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>train_29</td>\n",
       "      <td>1</td>\n",
       "      <td>5.3301</td>\n",
       "      <td>-2.6064</td>\n",
       "      <td>13.1913</td>\n",
       "      <td>3.1193</td>\n",
       "      <td>6.6483</td>\n",
       "      <td>-6.5659</td>\n",
       "      <td>5.9064</td>\n",
       "      <td>15.2341</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9215</td>\n",
       "      <td>7.9676</td>\n",
       "      <td>2.3405</td>\n",
       "      <td>1.1482</td>\n",
       "      <td>23.2168</td>\n",
       "      <td>-2.0105</td>\n",
       "      <td>3.7600</td>\n",
       "      <td>9.4513</td>\n",
       "      <td>17.4105</td>\n",
       "      <td>-14.6897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199970</th>\n",
       "      <td>train_199970</td>\n",
       "      <td>0</td>\n",
       "      <td>15.5794</td>\n",
       "      <td>-2.5687</td>\n",
       "      <td>9.8811</td>\n",
       "      <td>4.2565</td>\n",
       "      <td>10.7471</td>\n",
       "      <td>-2.9749</td>\n",
       "      <td>6.2631</td>\n",
       "      <td>19.6539</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0701</td>\n",
       "      <td>6.9854</td>\n",
       "      <td>0.9988</td>\n",
       "      <td>1.8417</td>\n",
       "      <td>13.6253</td>\n",
       "      <td>-1.5671</td>\n",
       "      <td>-3.5311</td>\n",
       "      <td>7.8741</td>\n",
       "      <td>18.4707</td>\n",
       "      <td>-6.4407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199971</th>\n",
       "      <td>train_199971</td>\n",
       "      <td>0</td>\n",
       "      <td>14.5745</td>\n",
       "      <td>-3.9178</td>\n",
       "      <td>13.1673</td>\n",
       "      <td>9.2800</td>\n",
       "      <td>10.9593</td>\n",
       "      <td>7.7317</td>\n",
       "      <td>5.1604</td>\n",
       "      <td>14.8811</td>\n",
       "      <td>...</td>\n",
       "      <td>4.7217</td>\n",
       "      <td>15.4709</td>\n",
       "      <td>1.5756</td>\n",
       "      <td>7.7483</td>\n",
       "      <td>20.1395</td>\n",
       "      <td>-1.5362</td>\n",
       "      <td>5.1977</td>\n",
       "      <td>7.1448</td>\n",
       "      <td>16.4238</td>\n",
       "      <td>15.5478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199972</th>\n",
       "      <td>train_199972</td>\n",
       "      <td>0</td>\n",
       "      <td>7.4206</td>\n",
       "      <td>-2.5972</td>\n",
       "      <td>12.0215</td>\n",
       "      <td>8.7882</td>\n",
       "      <td>14.1996</td>\n",
       "      <td>0.0649</td>\n",
       "      <td>4.7421</td>\n",
       "      <td>19.9268</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8913</td>\n",
       "      <td>1.2980</td>\n",
       "      <td>0.4834</td>\n",
       "      <td>2.1748</td>\n",
       "      <td>14.5960</td>\n",
       "      <td>0.8608</td>\n",
       "      <td>3.3343</td>\n",
       "      <td>7.6474</td>\n",
       "      <td>17.9137</td>\n",
       "      <td>-8.8790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199973</th>\n",
       "      <td>train_199973</td>\n",
       "      <td>0</td>\n",
       "      <td>8.7758</td>\n",
       "      <td>-0.4604</td>\n",
       "      <td>8.0874</td>\n",
       "      <td>6.4538</td>\n",
       "      <td>13.0035</td>\n",
       "      <td>0.1872</td>\n",
       "      <td>4.3495</td>\n",
       "      <td>20.0410</td>\n",
       "      <td>...</td>\n",
       "      <td>4.5471</td>\n",
       "      <td>6.8276</td>\n",
       "      <td>2.5206</td>\n",
       "      <td>9.2046</td>\n",
       "      <td>19.5153</td>\n",
       "      <td>-1.2611</td>\n",
       "      <td>7.6877</td>\n",
       "      <td>8.2211</td>\n",
       "      <td>16.1504</td>\n",
       "      <td>22.6103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199974</th>\n",
       "      <td>train_199974</td>\n",
       "      <td>0</td>\n",
       "      <td>16.2010</td>\n",
       "      <td>-5.7847</td>\n",
       "      <td>15.2685</td>\n",
       "      <td>6.5241</td>\n",
       "      <td>11.6020</td>\n",
       "      <td>-7.3137</td>\n",
       "      <td>5.7833</td>\n",
       "      <td>18.4535</td>\n",
       "      <td>...</td>\n",
       "      <td>7.9528</td>\n",
       "      <td>6.3734</td>\n",
       "      <td>-1.3797</td>\n",
       "      <td>9.2147</td>\n",
       "      <td>14.3958</td>\n",
       "      <td>0.0120</td>\n",
       "      <td>8.3628</td>\n",
       "      <td>9.8244</td>\n",
       "      <td>17.6050</td>\n",
       "      <td>3.5219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199975</th>\n",
       "      <td>train_199975</td>\n",
       "      <td>0</td>\n",
       "      <td>7.5238</td>\n",
       "      <td>1.0548</td>\n",
       "      <td>9.6265</td>\n",
       "      <td>4.8688</td>\n",
       "      <td>7.1841</td>\n",
       "      <td>-16.4001</td>\n",
       "      <td>5.3361</td>\n",
       "      <td>13.1120</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0394</td>\n",
       "      <td>7.5667</td>\n",
       "      <td>3.0855</td>\n",
       "      <td>4.3705</td>\n",
       "      <td>20.4957</td>\n",
       "      <td>0.5891</td>\n",
       "      <td>8.7685</td>\n",
       "      <td>7.3537</td>\n",
       "      <td>20.0787</td>\n",
       "      <td>-15.7676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199976</th>\n",
       "      <td>train_199976</td>\n",
       "      <td>1</td>\n",
       "      <td>7.9663</td>\n",
       "      <td>-2.8485</td>\n",
       "      <td>9.0919</td>\n",
       "      <td>7.3298</td>\n",
       "      <td>9.6690</td>\n",
       "      <td>-16.7872</td>\n",
       "      <td>4.5094</td>\n",
       "      <td>12.4351</td>\n",
       "      <td>...</td>\n",
       "      <td>10.7930</td>\n",
       "      <td>4.3876</td>\n",
       "      <td>3.7257</td>\n",
       "      <td>7.7038</td>\n",
       "      <td>14.7384</td>\n",
       "      <td>0.1561</td>\n",
       "      <td>1.5794</td>\n",
       "      <td>8.4627</td>\n",
       "      <td>14.3604</td>\n",
       "      <td>-1.6688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199977</th>\n",
       "      <td>train_199977</td>\n",
       "      <td>0</td>\n",
       "      <td>7.3884</td>\n",
       "      <td>-0.8093</td>\n",
       "      <td>8.9274</td>\n",
       "      <td>7.7227</td>\n",
       "      <td>14.3232</td>\n",
       "      <td>-11.3203</td>\n",
       "      <td>5.2290</td>\n",
       "      <td>12.0626</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1050</td>\n",
       "      <td>6.9899</td>\n",
       "      <td>3.5207</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>19.5091</td>\n",
       "      <td>-0.8368</td>\n",
       "      <td>2.4603</td>\n",
       "      <td>9.0411</td>\n",
       "      <td>15.8939</td>\n",
       "      <td>1.6908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199978</th>\n",
       "      <td>train_199978</td>\n",
       "      <td>0</td>\n",
       "      <td>12.2015</td>\n",
       "      <td>-0.8787</td>\n",
       "      <td>16.8069</td>\n",
       "      <td>9.1073</td>\n",
       "      <td>10.3219</td>\n",
       "      <td>7.0208</td>\n",
       "      <td>6.2587</td>\n",
       "      <td>19.8344</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.8481</td>\n",
       "      <td>5.5487</td>\n",
       "      <td>2.0673</td>\n",
       "      <td>-5.6931</td>\n",
       "      <td>16.5850</td>\n",
       "      <td>-1.9920</td>\n",
       "      <td>3.1963</td>\n",
       "      <td>7.5484</td>\n",
       "      <td>13.1150</td>\n",
       "      <td>6.7866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199979</th>\n",
       "      <td>train_199979</td>\n",
       "      <td>0</td>\n",
       "      <td>10.8208</td>\n",
       "      <td>-2.9344</td>\n",
       "      <td>15.0906</td>\n",
       "      <td>9.7810</td>\n",
       "      <td>9.4014</td>\n",
       "      <td>-4.5704</td>\n",
       "      <td>5.3201</td>\n",
       "      <td>16.0858</td>\n",
       "      <td>...</td>\n",
       "      <td>5.4512</td>\n",
       "      <td>10.1153</td>\n",
       "      <td>0.1237</td>\n",
       "      <td>3.1777</td>\n",
       "      <td>20.9673</td>\n",
       "      <td>-1.5221</td>\n",
       "      <td>6.5048</td>\n",
       "      <td>9.5072</td>\n",
       "      <td>17.3854</td>\n",
       "      <td>-4.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199980</th>\n",
       "      <td>train_199980</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9618</td>\n",
       "      <td>6.2271</td>\n",
       "      <td>13.3326</td>\n",
       "      <td>7.5345</td>\n",
       "      <td>12.5645</td>\n",
       "      <td>1.1205</td>\n",
       "      <td>5.4488</td>\n",
       "      <td>22.1532</td>\n",
       "      <td>...</td>\n",
       "      <td>4.7823</td>\n",
       "      <td>7.6274</td>\n",
       "      <td>4.7426</td>\n",
       "      <td>4.6682</td>\n",
       "      <td>21.1164</td>\n",
       "      <td>1.1648</td>\n",
       "      <td>1.6012</td>\n",
       "      <td>8.2107</td>\n",
       "      <td>14.5403</td>\n",
       "      <td>-8.7837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199981</th>\n",
       "      <td>train_199981</td>\n",
       "      <td>1</td>\n",
       "      <td>12.8140</td>\n",
       "      <td>0.6386</td>\n",
       "      <td>14.1657</td>\n",
       "      <td>7.1044</td>\n",
       "      <td>8.9365</td>\n",
       "      <td>-0.3274</td>\n",
       "      <td>6.5949</td>\n",
       "      <td>14.6078</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8208</td>\n",
       "      <td>4.9010</td>\n",
       "      <td>2.2513</td>\n",
       "      <td>0.7308</td>\n",
       "      <td>14.7155</td>\n",
       "      <td>1.1464</td>\n",
       "      <td>5.5158</td>\n",
       "      <td>8.6519</td>\n",
       "      <td>16.0341</td>\n",
       "      <td>7.3809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199982</th>\n",
       "      <td>train_199982</td>\n",
       "      <td>0</td>\n",
       "      <td>11.8224</td>\n",
       "      <td>-2.3596</td>\n",
       "      <td>9.5937</td>\n",
       "      <td>10.5608</td>\n",
       "      <td>11.1665</td>\n",
       "      <td>-0.7569</td>\n",
       "      <td>4.8932</td>\n",
       "      <td>19.6128</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0745</td>\n",
       "      <td>3.9657</td>\n",
       "      <td>4.9356</td>\n",
       "      <td>9.2622</td>\n",
       "      <td>20.6368</td>\n",
       "      <td>1.1022</td>\n",
       "      <td>-1.7418</td>\n",
       "      <td>8.2403</td>\n",
       "      <td>15.0018</td>\n",
       "      <td>-11.7721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199983</th>\n",
       "      <td>train_199983</td>\n",
       "      <td>0</td>\n",
       "      <td>15.3063</td>\n",
       "      <td>2.8260</td>\n",
       "      <td>11.4074</td>\n",
       "      <td>4.7992</td>\n",
       "      <td>11.4529</td>\n",
       "      <td>5.3734</td>\n",
       "      <td>4.5088</td>\n",
       "      <td>15.3278</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0609</td>\n",
       "      <td>7.8403</td>\n",
       "      <td>4.7942</td>\n",
       "      <td>-3.9589</td>\n",
       "      <td>12.6339</td>\n",
       "      <td>0.6451</td>\n",
       "      <td>3.5126</td>\n",
       "      <td>9.7643</td>\n",
       "      <td>16.9017</td>\n",
       "      <td>6.8054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199984</th>\n",
       "      <td>train_199984</td>\n",
       "      <td>0</td>\n",
       "      <td>11.3184</td>\n",
       "      <td>0.3745</td>\n",
       "      <td>4.5578</td>\n",
       "      <td>5.8872</td>\n",
       "      <td>10.3655</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>5.4431</td>\n",
       "      <td>17.4472</td>\n",
       "      <td>...</td>\n",
       "      <td>7.2087</td>\n",
       "      <td>6.1096</td>\n",
       "      <td>1.4309</td>\n",
       "      <td>5.4578</td>\n",
       "      <td>17.4881</td>\n",
       "      <td>0.0463</td>\n",
       "      <td>14.1548</td>\n",
       "      <td>10.1784</td>\n",
       "      <td>17.1267</td>\n",
       "      <td>-16.5440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199985</th>\n",
       "      <td>train_199985</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0249</td>\n",
       "      <td>-3.6379</td>\n",
       "      <td>12.3907</td>\n",
       "      <td>5.1915</td>\n",
       "      <td>12.1701</td>\n",
       "      <td>-8.8978</td>\n",
       "      <td>5.2574</td>\n",
       "      <td>17.9830</td>\n",
       "      <td>...</td>\n",
       "      <td>7.8321</td>\n",
       "      <td>5.3869</td>\n",
       "      <td>1.4127</td>\n",
       "      <td>9.5404</td>\n",
       "      <td>12.3053</td>\n",
       "      <td>2.5935</td>\n",
       "      <td>8.0172</td>\n",
       "      <td>8.1901</td>\n",
       "      <td>18.5124</td>\n",
       "      <td>-15.6321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199986</th>\n",
       "      <td>train_199986</td>\n",
       "      <td>1</td>\n",
       "      <td>12.0298</td>\n",
       "      <td>-8.7800</td>\n",
       "      <td>7.7071</td>\n",
       "      <td>7.4015</td>\n",
       "      <td>9.2305</td>\n",
       "      <td>-16.2174</td>\n",
       "      <td>5.9064</td>\n",
       "      <td>17.9268</td>\n",
       "      <td>...</td>\n",
       "      <td>16.7461</td>\n",
       "      <td>3.1249</td>\n",
       "      <td>-0.3943</td>\n",
       "      <td>8.4059</td>\n",
       "      <td>14.3367</td>\n",
       "      <td>3.0991</td>\n",
       "      <td>4.3853</td>\n",
       "      <td>8.8019</td>\n",
       "      <td>15.0031</td>\n",
       "      <td>-0.3659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199987</th>\n",
       "      <td>train_199987</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0438</td>\n",
       "      <td>-1.9184</td>\n",
       "      <td>13.1498</td>\n",
       "      <td>9.2027</td>\n",
       "      <td>8.9886</td>\n",
       "      <td>2.7531</td>\n",
       "      <td>4.2194</td>\n",
       "      <td>18.1138</td>\n",
       "      <td>...</td>\n",
       "      <td>7.1818</td>\n",
       "      <td>10.8590</td>\n",
       "      <td>3.5770</td>\n",
       "      <td>1.2627</td>\n",
       "      <td>16.9983</td>\n",
       "      <td>-1.5922</td>\n",
       "      <td>-3.5687</td>\n",
       "      <td>8.1765</td>\n",
       "      <td>19.5095</td>\n",
       "      <td>-13.3091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199988</th>\n",
       "      <td>train_199988</td>\n",
       "      <td>0</td>\n",
       "      <td>10.8657</td>\n",
       "      <td>-8.3545</td>\n",
       "      <td>6.1736</td>\n",
       "      <td>7.6057</td>\n",
       "      <td>9.5523</td>\n",
       "      <td>-15.7626</td>\n",
       "      <td>5.8723</td>\n",
       "      <td>18.9903</td>\n",
       "      <td>...</td>\n",
       "      <td>5.2774</td>\n",
       "      <td>2.0345</td>\n",
       "      <td>-0.7115</td>\n",
       "      <td>5.1470</td>\n",
       "      <td>15.2491</td>\n",
       "      <td>1.1175</td>\n",
       "      <td>0.3023</td>\n",
       "      <td>8.1970</td>\n",
       "      <td>14.7355</td>\n",
       "      <td>7.4554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199989</th>\n",
       "      <td>train_199989</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7554</td>\n",
       "      <td>-4.5356</td>\n",
       "      <td>9.2269</td>\n",
       "      <td>7.7733</td>\n",
       "      <td>10.6232</td>\n",
       "      <td>-2.2480</td>\n",
       "      <td>5.4759</td>\n",
       "      <td>12.4436</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8766</td>\n",
       "      <td>11.9709</td>\n",
       "      <td>4.0712</td>\n",
       "      <td>6.7856</td>\n",
       "      <td>16.8740</td>\n",
       "      <td>-3.4111</td>\n",
       "      <td>8.6476</td>\n",
       "      <td>6.8686</td>\n",
       "      <td>19.5728</td>\n",
       "      <td>10.0835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199990</th>\n",
       "      <td>train_199990</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1475</td>\n",
       "      <td>1.8568</td>\n",
       "      <td>11.0066</td>\n",
       "      <td>3.6779</td>\n",
       "      <td>12.1944</td>\n",
       "      <td>-16.5936</td>\n",
       "      <td>5.3217</td>\n",
       "      <td>14.8508</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.4708</td>\n",
       "      <td>4.7287</td>\n",
       "      <td>1.9034</td>\n",
       "      <td>7.2324</td>\n",
       "      <td>20.6047</td>\n",
       "      <td>1.7170</td>\n",
       "      <td>-4.0032</td>\n",
       "      <td>9.1627</td>\n",
       "      <td>13.8077</td>\n",
       "      <td>-1.9646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199991</th>\n",
       "      <td>train_199991</td>\n",
       "      <td>0</td>\n",
       "      <td>9.9909</td>\n",
       "      <td>2.5523</td>\n",
       "      <td>11.9653</td>\n",
       "      <td>6.3958</td>\n",
       "      <td>13.5497</td>\n",
       "      <td>-9.5293</td>\n",
       "      <td>6.0864</td>\n",
       "      <td>14.1789</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0737</td>\n",
       "      <td>5.2139</td>\n",
       "      <td>0.8094</td>\n",
       "      <td>-0.6585</td>\n",
       "      <td>17.0548</td>\n",
       "      <td>0.5328</td>\n",
       "      <td>-5.3444</td>\n",
       "      <td>8.5414</td>\n",
       "      <td>13.2895</td>\n",
       "      <td>-6.7896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199992</th>\n",
       "      <td>train_199992</td>\n",
       "      <td>0</td>\n",
       "      <td>12.2825</td>\n",
       "      <td>2.6918</td>\n",
       "      <td>15.4684</td>\n",
       "      <td>6.4262</td>\n",
       "      <td>10.9863</td>\n",
       "      <td>9.9659</td>\n",
       "      <td>4.5030</td>\n",
       "      <td>9.9232</td>\n",
       "      <td>...</td>\n",
       "      <td>3.9514</td>\n",
       "      <td>10.9040</td>\n",
       "      <td>1.3472</td>\n",
       "      <td>5.6184</td>\n",
       "      <td>20.5498</td>\n",
       "      <td>-0.2854</td>\n",
       "      <td>7.6252</td>\n",
       "      <td>10.1758</td>\n",
       "      <td>17.4066</td>\n",
       "      <td>-11.5244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199993</th>\n",
       "      <td>train_199993</td>\n",
       "      <td>0</td>\n",
       "      <td>13.2152</td>\n",
       "      <td>-5.8006</td>\n",
       "      <td>9.7260</td>\n",
       "      <td>6.5910</td>\n",
       "      <td>12.4612</td>\n",
       "      <td>-7.1652</td>\n",
       "      <td>6.0666</td>\n",
       "      <td>12.9887</td>\n",
       "      <td>...</td>\n",
       "      <td>3.9357</td>\n",
       "      <td>8.8442</td>\n",
       "      <td>1.8096</td>\n",
       "      <td>-4.8314</td>\n",
       "      <td>22.0050</td>\n",
       "      <td>0.3916</td>\n",
       "      <td>6.7302</td>\n",
       "      <td>8.9709</td>\n",
       "      <td>14.5405</td>\n",
       "      <td>6.1149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199994</th>\n",
       "      <td>train_199994</td>\n",
       "      <td>0</td>\n",
       "      <td>12.3925</td>\n",
       "      <td>-5.8821</td>\n",
       "      <td>11.2323</td>\n",
       "      <td>3.9237</td>\n",
       "      <td>10.4509</td>\n",
       "      <td>10.7262</td>\n",
       "      <td>7.0503</td>\n",
       "      <td>18.6968</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3911</td>\n",
       "      <td>6.8687</td>\n",
       "      <td>3.7788</td>\n",
       "      <td>6.3378</td>\n",
       "      <td>14.4656</td>\n",
       "      <td>-1.4843</td>\n",
       "      <td>-3.9299</td>\n",
       "      <td>9.1164</td>\n",
       "      <td>16.3170</td>\n",
       "      <td>-7.5048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199995</th>\n",
       "      <td>train_199995</td>\n",
       "      <td>0</td>\n",
       "      <td>11.4880</td>\n",
       "      <td>-0.4956</td>\n",
       "      <td>8.2622</td>\n",
       "      <td>3.5142</td>\n",
       "      <td>10.3404</td>\n",
       "      <td>11.6081</td>\n",
       "      <td>5.6709</td>\n",
       "      <td>15.1516</td>\n",
       "      <td>...</td>\n",
       "      <td>6.1415</td>\n",
       "      <td>13.2305</td>\n",
       "      <td>3.9901</td>\n",
       "      <td>0.9388</td>\n",
       "      <td>18.0249</td>\n",
       "      <td>-1.7939</td>\n",
       "      <td>2.1661</td>\n",
       "      <td>8.5326</td>\n",
       "      <td>16.6660</td>\n",
       "      <td>-17.8661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199996</th>\n",
       "      <td>train_199996</td>\n",
       "      <td>0</td>\n",
       "      <td>4.9149</td>\n",
       "      <td>-2.4484</td>\n",
       "      <td>16.7052</td>\n",
       "      <td>6.6345</td>\n",
       "      <td>8.3096</td>\n",
       "      <td>-10.5628</td>\n",
       "      <td>5.8802</td>\n",
       "      <td>21.5940</td>\n",
       "      <td>...</td>\n",
       "      <td>4.9611</td>\n",
       "      <td>4.6549</td>\n",
       "      <td>0.6998</td>\n",
       "      <td>1.8341</td>\n",
       "      <td>22.2717</td>\n",
       "      <td>1.7337</td>\n",
       "      <td>-2.1651</td>\n",
       "      <td>6.7419</td>\n",
       "      <td>15.9054</td>\n",
       "      <td>0.3388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199997</th>\n",
       "      <td>train_199997</td>\n",
       "      <td>0</td>\n",
       "      <td>11.2232</td>\n",
       "      <td>-5.0518</td>\n",
       "      <td>10.5127</td>\n",
       "      <td>5.6456</td>\n",
       "      <td>9.3410</td>\n",
       "      <td>-5.4086</td>\n",
       "      <td>4.5555</td>\n",
       "      <td>21.5571</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0651</td>\n",
       "      <td>5.4414</td>\n",
       "      <td>3.1032</td>\n",
       "      <td>4.8793</td>\n",
       "      <td>23.5311</td>\n",
       "      <td>-1.5736</td>\n",
       "      <td>1.2832</td>\n",
       "      <td>8.7155</td>\n",
       "      <td>13.8329</td>\n",
       "      <td>4.1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199998</th>\n",
       "      <td>train_199998</td>\n",
       "      <td>0</td>\n",
       "      <td>9.7148</td>\n",
       "      <td>-8.6098</td>\n",
       "      <td>13.6104</td>\n",
       "      <td>5.7930</td>\n",
       "      <td>12.5173</td>\n",
       "      <td>0.5339</td>\n",
       "      <td>6.0479</td>\n",
       "      <td>17.0152</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6840</td>\n",
       "      <td>8.6587</td>\n",
       "      <td>2.7337</td>\n",
       "      <td>11.1178</td>\n",
       "      <td>20.4158</td>\n",
       "      <td>-0.0786</td>\n",
       "      <td>6.7980</td>\n",
       "      <td>10.0342</td>\n",
       "      <td>15.5289</td>\n",
       "      <td>-13.9001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199999</th>\n",
       "      <td>train_199999</td>\n",
       "      <td>0</td>\n",
       "      <td>10.8762</td>\n",
       "      <td>-5.7105</td>\n",
       "      <td>12.1183</td>\n",
       "      <td>8.0328</td>\n",
       "      <td>11.5577</td>\n",
       "      <td>0.3488</td>\n",
       "      <td>5.2839</td>\n",
       "      <td>15.2058</td>\n",
       "      <td>...</td>\n",
       "      <td>8.9842</td>\n",
       "      <td>1.6893</td>\n",
       "      <td>0.1276</td>\n",
       "      <td>0.3766</td>\n",
       "      <td>15.2101</td>\n",
       "      <td>-2.4907</td>\n",
       "      <td>-2.2342</td>\n",
       "      <td>8.1857</td>\n",
       "      <td>12.1284</td>\n",
       "      <td>0.1385</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200000 rows × 202 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ID_code  target    var_0   var_1    var_2    var_3    var_4  \\\n",
       "0            train_0       0   8.9255 -6.7863  11.9081   5.0930  11.4607   \n",
       "1            train_1       0  11.5006 -4.1473  13.8588   5.3890  12.3622   \n",
       "2            train_2       0   8.6093 -2.7457  12.0805   7.8928  10.5825   \n",
       "3            train_3       0  11.0604 -2.1518   8.9522   7.1957  12.5846   \n",
       "4            train_4       0   9.8369 -1.4834  12.8746   6.6375  12.2772   \n",
       "5            train_5       0  11.4763 -2.3182  12.6080   8.6264  10.9621   \n",
       "6            train_6       0  11.8091 -0.0832   9.3494   4.2916  11.1355   \n",
       "7            train_7       0  13.5580 -7.9881  13.8776   7.5985   8.6543   \n",
       "8            train_8       0  16.1071  2.4426  13.9307   5.6327   8.8014   \n",
       "9            train_9       0  12.5088  1.9743   8.8960   5.4508  13.6043   \n",
       "10          train_10       0   5.0702 -0.5447   9.5900   4.2987  12.3910   \n",
       "11          train_11       0  12.7188 -7.9750  10.3757   9.0101  12.8570   \n",
       "12          train_12       0   8.7671 -4.6154   9.7242   7.4242   9.0254   \n",
       "13          train_13       1  16.3699  1.5934  16.7395   7.3330  12.1450   \n",
       "14          train_14       0  13.8080  5.0514  17.2611   8.5120  12.8517   \n",
       "15          train_15       0   3.9416  2.6562  13.3633   6.8895  12.2806   \n",
       "16          train_16       0   5.0615  0.2689  15.1325   3.6587  13.5276   \n",
       "17          train_17       0   8.4199 -1.8128   8.1202   5.3955   9.7184   \n",
       "18          train_18       0   4.8750  1.2646  11.9190   8.4650  10.7203   \n",
       "19          train_19       0   4.4090 -0.7863  15.1828   8.0631  11.2831   \n",
       "20          train_20       0  12.6700 -2.0221   6.8930   6.9152   9.5677   \n",
       "21          train_21       0   8.3918  1.4806  12.9804   7.5538  11.1531   \n",
       "22          train_22       0  10.2031  0.1925  14.0238   7.0345  11.8514   \n",
       "23          train_23       0  15.0029 -9.3439  10.3790   8.3226  13.0204   \n",
       "24          train_24       0   5.9240 -3.7285  11.0995   4.6969  11.7363   \n",
       "25          train_25       0   8.2703 -5.6854  12.6862   7.2755  12.3713   \n",
       "26          train_26       0  15.6567 -4.4950  10.4867   3.8187   8.8813   \n",
       "27          train_27       0  10.7166 -9.9800  10.9569   6.7660  10.6803   \n",
       "28          train_28       0   7.8010  4.5262   8.9291   8.4884  12.8435   \n",
       "29          train_29       1   5.3301 -2.6064  13.1913   3.1193   6.6483   \n",
       "...              ...     ...      ...     ...      ...      ...      ...   \n",
       "199970  train_199970       0  15.5794 -2.5687   9.8811   4.2565  10.7471   \n",
       "199971  train_199971       0  14.5745 -3.9178  13.1673   9.2800  10.9593   \n",
       "199972  train_199972       0   7.4206 -2.5972  12.0215   8.7882  14.1996   \n",
       "199973  train_199973       0   8.7758 -0.4604   8.0874   6.4538  13.0035   \n",
       "199974  train_199974       0  16.2010 -5.7847  15.2685   6.5241  11.6020   \n",
       "199975  train_199975       0   7.5238  1.0548   9.6265   4.8688   7.1841   \n",
       "199976  train_199976       1   7.9663 -2.8485   9.0919   7.3298   9.6690   \n",
       "199977  train_199977       0   7.3884 -0.8093   8.9274   7.7227  14.3232   \n",
       "199978  train_199978       0  12.2015 -0.8787  16.8069   9.1073  10.3219   \n",
       "199979  train_199979       0  10.8208 -2.9344  15.0906   9.7810   9.4014   \n",
       "199980  train_199980       0   7.9618  6.2271  13.3326   7.5345  12.5645   \n",
       "199981  train_199981       1  12.8140  0.6386  14.1657   7.1044   8.9365   \n",
       "199982  train_199982       0  11.8224 -2.3596   9.5937  10.5608  11.1665   \n",
       "199983  train_199983       0  15.3063  2.8260  11.4074   4.7992  11.4529   \n",
       "199984  train_199984       0  11.3184  0.3745   4.5578   5.8872  10.3655   \n",
       "199985  train_199985       0   9.0249 -3.6379  12.3907   5.1915  12.1701   \n",
       "199986  train_199986       1  12.0298 -8.7800   7.7071   7.4015   9.2305   \n",
       "199987  train_199987       0   8.0438 -1.9184  13.1498   9.2027   8.9886   \n",
       "199988  train_199988       0  10.8657 -8.3545   6.1736   7.6057   9.5523   \n",
       "199989  train_199989       0  11.7554 -4.5356   9.2269   7.7733  10.6232   \n",
       "199990  train_199990       1  14.1475  1.8568  11.0066   3.6779  12.1944   \n",
       "199991  train_199991       0   9.9909  2.5523  11.9653   6.3958  13.5497   \n",
       "199992  train_199992       0  12.2825  2.6918  15.4684   6.4262  10.9863   \n",
       "199993  train_199993       0  13.2152 -5.8006   9.7260   6.5910  12.4612   \n",
       "199994  train_199994       0  12.3925 -5.8821  11.2323   3.9237  10.4509   \n",
       "199995  train_199995       0  11.4880 -0.4956   8.2622   3.5142  10.3404   \n",
       "199996  train_199996       0   4.9149 -2.4484  16.7052   6.6345   8.3096   \n",
       "199997  train_199997       0  11.2232 -5.0518  10.5127   5.6456   9.3410   \n",
       "199998  train_199998       0   9.7148 -8.6098  13.6104   5.7930  12.5173   \n",
       "199999  train_199999       0  10.8762 -5.7105  12.1183   8.0328  11.5577   \n",
       "\n",
       "          var_5   var_6    var_7  ...  var_190  var_191  var_192  var_193  \\\n",
       "0       -9.2834  5.1187  18.6266  ...   4.4354   3.9642   3.1364   1.6910   \n",
       "1        7.0433  5.6208  16.5338  ...   7.6421   7.7214   2.5837  10.9516   \n",
       "2       -9.0837  6.9427  14.6155  ...   2.9057   9.7905   1.6704   1.6858   \n",
       "3       -1.8361  5.8428  14.9250  ...   4.4666   4.7433   0.7178   1.4214   \n",
       "4        2.4486  5.9405  19.2514  ...  -1.4905   9.5214  -0.1508   9.1942   \n",
       "5        3.5609  4.5322  15.2255  ...  -6.3068   6.6025   5.2912   0.4403   \n",
       "6       -8.0198  6.1961  12.0771  ...   8.7830   6.4521   3.5325   0.1777   \n",
       "7        0.8310  5.6890  22.3262  ...  13.1700   6.5491   3.9906   5.8061   \n",
       "8        6.1630  4.4514  10.1854  ...   1.4298  14.7510   1.6395   1.4181   \n",
       "9      -16.2859  6.0637  16.8410  ...   0.5543   6.3160   1.0371   3.6885   \n",
       "10     -18.8687  6.0382  14.3797  ...   7.2780   8.0819   0.2139  -0.0761   \n",
       "11     -12.0852  5.6464  11.8370  ...  -0.8901   2.6559  -0.0503   5.5946   \n",
       "12       1.4247  6.2815  12.3143  ...   0.3782   7.4382   0.0854   1.3444   \n",
       "13       5.9004  4.8222  20.9729  ...   7.4002   7.4031   4.3989   4.0978   \n",
       "14      -9.1622  5.7327  21.0517  ...   1.0740   8.3220   3.2619   1.6738   \n",
       "15     -16.1620  5.6979  14.4573  ...  -3.4195   0.8829  -1.9859   3.9905   \n",
       "16      -6.5477  5.2757   9.8710  ...   0.2717   7.2854   0.5670   8.1822   \n",
       "17     -17.8390  4.0959  15.2860  ...   7.4363  11.3072   3.7903   0.0290   \n",
       "18      -0.6707  5.6103  16.4661  ...   9.1843   2.6812   1.8587   4.6929   \n",
       "19      -0.7356  6.3801  16.0218  ...   5.9745   6.3267   2.5156   8.9878   \n",
       "20     -11.2672  5.6061  16.2354  ...   0.9841   5.7383  -0.1349   2.7194   \n",
       "21     -14.7776  5.9987  15.5148  ...  -0.0412   5.5717   0.7519   5.7839   \n",
       "22      13.8830  6.4040  18.0058  ...   1.7022   5.4938  -0.3317   3.3474   \n",
       "23      -5.0744  5.2489  11.6845  ...   2.9210   4.3916   5.2208   1.3458   \n",
       "24     -20.4102  5.8125  15.9027  ...  -1.3390   8.4943   0.7899   4.3212   \n",
       "25      -7.7521  6.7252  18.4270  ...  11.3979   5.9191   0.6406   5.0184   \n",
       "26      -6.0295  5.5224  17.6964  ...   5.3764  11.9099   0.7651   6.9705   \n",
       "27     -12.9329  4.5012  17.3841  ...   3.4066   8.8651   1.5951   3.0979   \n",
       "28      -1.2632  5.0383  13.6339  ...   6.7745   3.0204   0.5552   9.3177   \n",
       "29      -6.5659  5.9064  15.2341  ...   5.9215   7.9676   2.3405   1.1482   \n",
       "...         ...     ...      ...  ...      ...      ...      ...      ...   \n",
       "199970  -2.9749  6.2631  19.6539  ...   5.0701   6.9854   0.9988   1.8417   \n",
       "199971   7.7317  5.1604  14.8811  ...   4.7217  15.4709   1.5756   7.7483   \n",
       "199972   0.0649  4.7421  19.9268  ...   9.8913   1.2980   0.4834   2.1748   \n",
       "199973   0.1872  4.3495  20.0410  ...   4.5471   6.8276   2.5206   9.2046   \n",
       "199974  -7.3137  5.7833  18.4535  ...   7.9528   6.3734  -1.3797   9.2147   \n",
       "199975 -16.4001  5.3361  13.1120  ...   5.0394   7.5667   3.0855   4.3705   \n",
       "199976 -16.7872  4.5094  12.4351  ...  10.7930   4.3876   3.7257   7.7038   \n",
       "199977 -11.3203  5.2290  12.0626  ...   3.1050   6.9899   3.5207   0.4404   \n",
       "199978   7.0208  6.2587  19.8344  ...  -0.8481   5.5487   2.0673  -5.6931   \n",
       "199979  -4.5704  5.3201  16.0858  ...   5.4512  10.1153   0.1237   3.1777   \n",
       "199980   1.1205  5.4488  22.1532  ...   4.7823   7.6274   4.7426   4.6682   \n",
       "199981  -0.3274  6.5949  14.6078  ...   4.8208   4.9010   2.2513   0.7308   \n",
       "199982  -0.7569  4.8932  19.6128  ...   4.0745   3.9657   4.9356   9.2622   \n",
       "199983   5.3734  4.5088  15.3278  ...   2.0609   7.8403   4.7942  -3.9589   \n",
       "199984   0.7182  5.4431  17.4472  ...   7.2087   6.1096   1.4309   5.4578   \n",
       "199985  -8.8978  5.2574  17.9830  ...   7.8321   5.3869   1.4127   9.5404   \n",
       "199986 -16.2174  5.9064  17.9268  ...  16.7461   3.1249  -0.3943   8.4059   \n",
       "199987   2.7531  4.2194  18.1138  ...   7.1818  10.8590   3.5770   1.2627   \n",
       "199988 -15.7626  5.8723  18.9903  ...   5.2774   2.0345  -0.7115   5.1470   \n",
       "199989  -2.2480  5.4759  12.4436  ...   9.8766  11.9709   4.0712   6.7856   \n",
       "199990 -16.5936  5.3217  14.8508  ...  -6.4708   4.7287   1.9034   7.2324   \n",
       "199991  -9.5293  6.0864  14.1789  ...  12.0737   5.2139   0.8094  -0.6585   \n",
       "199992   9.9659  4.5030   9.9232  ...   3.9514  10.9040   1.3472   5.6184   \n",
       "199993  -7.1652  6.0666  12.9887  ...   3.9357   8.8442   1.8096  -4.8314   \n",
       "199994  10.7262  7.0503  18.6968  ...   1.3911   6.8687   3.7788   6.3378   \n",
       "199995  11.6081  5.6709  15.1516  ...   6.1415  13.2305   3.9901   0.9388   \n",
       "199996 -10.5628  5.8802  21.5940  ...   4.9611   4.6549   0.6998   1.8341   \n",
       "199997  -5.4086  4.5555  21.5571  ...   4.0651   5.4414   3.1032   4.8793   \n",
       "199998   0.5339  6.0479  17.0152  ...   2.6840   8.6587   2.7337  11.1178   \n",
       "199999   0.3488  5.2839  15.2058  ...   8.9842   1.6893   0.1276   0.3766   \n",
       "\n",
       "        var_194  var_195  var_196  var_197  var_198  var_199  \n",
       "0       18.5227  -2.3978   7.8784   8.5635  12.7803  -1.0914  \n",
       "1       15.4305   2.0339   8.1267   8.7889  18.3560   1.9518  \n",
       "2       21.6042   3.1417  -6.5213   8.2675  14.7222   0.3965  \n",
       "3       23.0347  -1.2706  -2.9275  10.2922  17.9697  -8.9996  \n",
       "4       13.2876  -1.5121   3.9267   9.5031  17.9974  -8.8104  \n",
       "5       14.9452   1.0314  -3.6241   9.7670  12.5809  -4.7602  \n",
       "6       18.3314   0.5845   9.1104   9.1143  10.8869  -3.2097  \n",
       "7       23.1407  -0.3776   4.2178   9.4237   8.6624   3.4806  \n",
       "8       14.8370  -1.9940  -1.0733   8.1975  19.5114   4.8453  \n",
       "9       14.8344   0.4467  14.1287   7.9133  16.2375  14.2514  \n",
       "10      14.9585  -1.2160   6.6576   9.2553  14.2914  -7.6652  \n",
       "11      13.6152   2.4058  -1.7183   9.6745  16.7498  -3.9728  \n",
       "12      17.2439  -0.0798   5.7389   8.4897  17.0938   4.6106  \n",
       "13      17.3638  -1.3022   9.6846   9.0419  15.6064 -10.8529  \n",
       "14      17.4797  -0.0257  -3.5323   9.3439  24.4479  -5.1110  \n",
       "15      22.4647   0.5129   6.5273   8.2899  12.9116  -4.9182  \n",
       "16      19.5616   0.4365  -3.4975   8.6367  20.2548  11.1524  \n",
       "17      16.2954   0.1470   8.9603   9.4560  19.4505  -5.2407  \n",
       "18      16.0916  -1.5336  -4.0958   8.5873  17.1516 -22.1940  \n",
       "19      16.0550  -2.1962   8.3985   9.1711  14.7352   3.9133  \n",
       "20      13.8326   0.5365   9.1935   8.2176  22.4754 -19.9444  \n",
       "21      23.1155  -1.2740   2.0738   7.7761  17.4662  11.3979  \n",
       "22      11.2204   0.9371  -7.5486   9.5064   8.7281 -25.6523  \n",
       "23      18.2940   2.3865  -3.7144   9.4714  12.8480 -10.0357  \n",
       "24      17.2716  -0.9999  10.0978  10.2561  14.3032   2.0897  \n",
       "25      21.3216  -2.9616   5.7994   9.5360  17.8582  -3.3911  \n",
       "26      24.1729  -1.8420   3.4319   7.8821  19.3055  -7.5090  \n",
       "27      15.7978   2.6332   9.0833   7.9933  20.2128  -1.7144  \n",
       "28      21.0586   0.7162  -3.3638   9.8715  14.0120  -4.5997  \n",
       "29      23.2168  -2.0105   3.7600   9.4513  17.4105 -14.6897  \n",
       "...         ...      ...      ...      ...      ...      ...  \n",
       "199970  13.6253  -1.5671  -3.5311   7.8741  18.4707  -6.4407  \n",
       "199971  20.1395  -1.5362   5.1977   7.1448  16.4238  15.5478  \n",
       "199972  14.5960   0.8608   3.3343   7.6474  17.9137  -8.8790  \n",
       "199973  19.5153  -1.2611   7.6877   8.2211  16.1504  22.6103  \n",
       "199974  14.3958   0.0120   8.3628   9.8244  17.6050   3.5219  \n",
       "199975  20.4957   0.5891   8.7685   7.3537  20.0787 -15.7676  \n",
       "199976  14.7384   0.1561   1.5794   8.4627  14.3604  -1.6688  \n",
       "199977  19.5091  -0.8368   2.4603   9.0411  15.8939   1.6908  \n",
       "199978  16.5850  -1.9920   3.1963   7.5484  13.1150   6.7866  \n",
       "199979  20.9673  -1.5221   6.5048   9.5072  17.3854  -4.0844  \n",
       "199980  21.1164   1.1648   1.6012   8.2107  14.5403  -8.7837  \n",
       "199981  14.7155   1.1464   5.5158   8.6519  16.0341   7.3809  \n",
       "199982  20.6368   1.1022  -1.7418   8.2403  15.0018 -11.7721  \n",
       "199983  12.6339   0.6451   3.5126   9.7643  16.9017   6.8054  \n",
       "199984  17.4881   0.0463  14.1548  10.1784  17.1267 -16.5440  \n",
       "199985  12.3053   2.5935   8.0172   8.1901  18.5124 -15.6321  \n",
       "199986  14.3367   3.0991   4.3853   8.8019  15.0031  -0.3659  \n",
       "199987  16.9983  -1.5922  -3.5687   8.1765  19.5095 -13.3091  \n",
       "199988  15.2491   1.1175   0.3023   8.1970  14.7355   7.4554  \n",
       "199989  16.8740  -3.4111   8.6476   6.8686  19.5728  10.0835  \n",
       "199990  20.6047   1.7170  -4.0032   9.1627  13.8077  -1.9646  \n",
       "199991  17.0548   0.5328  -5.3444   8.5414  13.2895  -6.7896  \n",
       "199992  20.5498  -0.2854   7.6252  10.1758  17.4066 -11.5244  \n",
       "199993  22.0050   0.3916   6.7302   8.9709  14.5405   6.1149  \n",
       "199994  14.4656  -1.4843  -3.9299   9.1164  16.3170  -7.5048  \n",
       "199995  18.0249  -1.7939   2.1661   8.5326  16.6660 -17.8661  \n",
       "199996  22.2717   1.7337  -2.1651   6.7419  15.9054   0.3388  \n",
       "199997  23.5311  -1.5736   1.2832   8.7155  13.8329   4.1995  \n",
       "199998  20.4158  -0.0786   6.7980  10.0342  15.5289 -13.9001  \n",
       "199999  15.2101  -2.4907  -2.2342   8.1857  12.1284   0.1385  \n",
       "\n",
       "[200000 rows x 202 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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